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Janssens JJ, Kiekens G, Jaeken M, Kirtley OJ. A systematic review of interpersonal processes and their measurement within experience sampling studies of self-injurious thoughts and behaviours. Clin Psychol Rev 2024; 113:102467. [PMID: 39084142 DOI: 10.1016/j.cpr.2024.102467] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Revised: 05/27/2024] [Accepted: 07/08/2024] [Indexed: 08/02/2024]
Abstract
Self-injurious thoughts and behaviours (SITBs) are a leading cause of death, and interpersonal processes (IPs) appear to play a role in SITBs. This systematic review synthesises the literature on IPs and SITBs in daily life and addresses four critical questions: (1) Which IPs have been assessed and how, (2) How are differences in IPs between individuals associated with SITBs?, (3) How are differences in IPs within individuals associated with SITBs? and (4) Do IPs relate differently to self-injurious thoughts than behaviours? Our review followed PRISMA guidelines and eligible literature was screened until 25 April 2024. We identified 58 Experience Sampling studies (32.76% daily-diary studies) of which most focused on IPs from major SITBs theories (e.g., thwarted belongingness) but largely used inconsistent operationalizations. Results from 39 studies investigating within-person associations were mixed. Based on 26 studies, whether differences in IPs between individuals relate to SITBs remains unclear. Three studies have investigated whether IPs relate to the transition from thoughts to behaviours, but temporal models are needed to draw firm conclusions. Studies investigating IPs and SITBs in daily life are largely inconclusive. Psychometrically validated measures are warranted, and future daily-life studies would benefit from drawing on ideation-to-action frameworks.
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Affiliation(s)
- Julie J Janssens
- Center for Contextual Psychiatry, KU Leuven, Department of Neuroscience, Campus Gasthuisberg, Herestraat 49 (ON5b), 3000 Leuven, Belgium
| | - Glenn Kiekens
- Center for Contextual Psychiatry, KU Leuven, Department of Neuroscience, Campus Gasthuisberg, Herestraat 49 (ON5b), 3000 Leuven, Belgium; Research Unit of Clinical Psychology, KU Leuven, Leuven, Belgium; Department of Medical and Clinical Psychology, Tilburg University, Tilburg, the Netherlands
| | - Marieke Jaeken
- Center for Contextual Psychiatry, KU Leuven, Department of Neuroscience, Campus Gasthuisberg, Herestraat 49 (ON5b), 3000 Leuven, Belgium
| | - Olivia J Kirtley
- Center for Contextual Psychiatry, KU Leuven, Department of Neuroscience, Campus Gasthuisberg, Herestraat 49 (ON5b), 3000 Leuven, Belgium; Leuven Child and Youth Institute, KU Leuven, Tiensestraat 102, 3000 Leuven, Belgium; Leuven Brain Institute, KU Leuven, Herestraat 49 (ON V), 3000 Leuven, Belgium.
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2
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Bourke M, Phillips SM, Gilchrist J, Pila E. The pleasure of moving: A compositional data analysis of the association between replacing sedentary time with physical activity on affective valence in daily life. PSYCHOLOGY OF SPORT AND EXERCISE 2024; 75:102724. [PMID: 39208914 DOI: 10.1016/j.psychsport.2024.102724] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Revised: 07/21/2024] [Accepted: 08/26/2024] [Indexed: 09/04/2024]
Abstract
Although the independent within-person association between physical activity and sedentary behaviour with valence in daily life has been extensively studied, few studies have used compositional data analysis to examine how different movement behaviour compositions are related to valence in daily life. This study aimed to examine the within-person association between wake-time movement behaviour compositions with affective valence and the extent to which replacing time spent sedentary with physical activity was associated with valence within individuals in daily life. A 7-day ecological momentary study design was used whereby 94 Canadian university students (Mage = 19.45, SD = 2.21, 78.7 % female) reported on affective valence using an adapted version of the Feeling Scale at 7 randomly timed prompts each day. In addition, activPAL accelerometers were worn continuously by participants on their right thigh for the duration of the study to determine time spent engaging in sedentary behaviours and physical activity. Compositional data analysis with isotemporal substitution models were used to examine the within-person association between movement behaviour compositions and affective valence. The within-person association between movement behaviours and affective valence was weak (r2 = 0.013). Nevertheless, engaging in less sedentary time than usual and instead engaging in physical activity was significantly related to more positive affective valence. Considering light intensity physical activity (LPA) and moderate-to-vigorous intensity physical activity (MVPA) separately, replacing time spent sedentary with time engaged in MVPA and LPA both had a significant positive association on affective valence, although the association with MVPA was stronger than the association with LPA. The results provide unique insights into how replacing sedentary time with physical activity in daily life, especially MVPA, may be associated with more feelings of pleasure. These results may be useful to help inform the development of just-in-time adaptive interventions.
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Affiliation(s)
- Matthew Bourke
- Health and Wellbeing Centre for Research Innovation, School of Human Movement and Nutrition Sciences, The University of Queensland, Brisbane, QLD, Australia; School of Occupational Therapy, Faculty of Health Sciences, Western University, London, ON, Canada.
| | - Sophie M Phillips
- School of Occupational Therapy, Faculty of Health Sciences, Western University, London, ON, Canada.
| | - Jenna Gilchrist
- Department of Psychology, University of Waterloo, Waterloo, ON, Canada.
| | - Eva Pila
- School of Kinesiology, Faculty of Health Sciences, Western University, London, ON, Canada.
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Sosa-Hernandez L, Vogel N, Frankiewicz K, Reaume C, Drew A, McVey Neufeld S, Thomassin K. Exploring emotions beyond the laboratory: A review of emotional and physiological ecological momentary assessment methods in children and youth. Psychophysiology 2024:e14699. [PMID: 39367539 DOI: 10.1111/psyp.14699] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2024] [Revised: 08/18/2024] [Accepted: 09/19/2024] [Indexed: 10/06/2024]
Abstract
Recent advancements in methodologies such as ecological momentary assessment (EMA) and ambulatory physiology devices have enhanced our ability to measure emotions experienced in daily life. Despite the feasibility of EMA for assessing children's and youth's emotional self-reports, the feasibility of combining it with physiological measurements in a real-life context has yet to be established. Our scoping review evaluates the feasibility and usability of implementing emotional and physiological EMA in children and youth. Due to the complexities of physiological EMA data, this review also synthesized existing methodological and statistical practices of existing studies. Following the PRISMA-ScR guidelines, we searched and screened PsycINFO, PubMed, and Web of Science electronic databases for studies that assessed children's and youth's subjective emotions and cardiac or electrodermal physiological responses outside the laboratory. Our initial search resulted in 4174 studies, 13 of which were included in our review. Findings showed significant variability in the feasibility of physiological EMA, with physiology device wear-time averaging 58.77% of study periods and data loss due to quality issues ranging from 0.2% to 77% across signals. Compliance for emotional EMA was approximately 60% of study periods when combined with physiological EMA. The review points to a lack of standardized procedures in physiological EMA and suggests a need for guidelines in designing, processing, and analyzing such data collected in real-life contexts. We offer recommendations to enhance participant engagement and develop standard practices for employing physiological EMA with children and youth for emotion, developmental, and psychophysiology researchers.
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Affiliation(s)
| | - Natasha Vogel
- Department of Psychology, University of Guelph, Guelph, Ontario, Canada
| | | | - Chelsea Reaume
- Department of Psychology, University of Guelph, Guelph, Ontario, Canada
| | - Abbey Drew
- Department of Psychology, University of Guelph, Guelph, Ontario, Canada
| | | | - Kristel Thomassin
- Department of Psychology, University of Guelph, Guelph, Ontario, Canada
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Yang M, Schick MR, Sullivan TP, Weiss NH. Predicting Completion of Ecological Momentary Assessments Among Substance-Using Women Experiencing Intimate Partner Violence. Assessment 2024; 31:1398-1413. [PMID: 38174693 DOI: 10.1177/10731911231216948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2024]
Abstract
Noncompletion of ecological momentary assessment (EMA) surveys is a common issue and may yield bias in results if not properly handled. Using data observed at scheduled times as well as data retrieved later to fill missing responses, this study aims to investigate predictors of EMA completion, including demographic characteristics, time-related factors, and momentary experiences/behaviors. Data were from a 30-day EMA study including 145 women currently experiencing intimate partner violence (IPV) and using substances. The average rate of EMA completion was initially 51.4% at the scheduled times and increased to 72.6% after incorporating data from later-retrieved surveys. Participants who were younger, had more children, or had lower mean levels of negative affect dysregulation showed lower completion rates. At the momentary survey level, more days into the study and afternoon/evening reports (vs. morning reports) were associated with lower completion; lower levels of negative affect dysregulation, less smoking or alcohol use, and experiencing IPV were linked to lower momentary completion. Implications of the results for handling missing data in EMA are discussed and have important ramifications for future research, practice, and theory.
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Schinkel-Bielefeld N, Burke L, Holube I, Iankilevitch M, Jenstad LM, Lelic D, Naylor G, Singh G, Smeds K, von Gablenz P, Wolters F, Wu YH. Implementing Ecological Momentary Assessment in Audiological Research: Opportunities and Challenges. Am J Audiol 2024; 33:648-673. [PMID: 38950171 PMCID: PMC11427935 DOI: 10.1044/2024_aja-23-00249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/03/2024] Open
Abstract
Ecological momentary assessment (EMA) is a way to evaluate experiences in everyday life. It is a powerful research tool but can be complex and challenging for beginners. Application of EMA in audiological research brings with it opportunities and challenges that differ from other research disciplines. This tutorial discusses important considerations when conducting EMA studies in hearing care. While more research is needed to develop specific guidelines for the various potential applications of EMA in hearing research, we hope this article can alert hearing researchers new to EMA to pitfalls when using EMA and help strengthen their study design. The current article elaborates study design details, such as choice of participants, representativeness of the study period for participants' lives, and balancing participant burden with data requirements. Mobile devices and sensors to collect objective data on the acoustic situation are reviewed alongside different possibilities for EMA setups ranging from online questionnaires paired with a timer to proprietary apps that also have access to parameters of a hearing device. In addition to considerations for survey design, a list of questionnaire items from previous studies is provided. For each item, an example and a list of references are given. EMA typically provides data sets that are rich but also challenging in that they are noisy, and there is often unequal amount of data between participants. After recommendations on how to check the data for compliance, reactivity, and careless responses, methods for statistical analysis on the individual level and on the group level are discussed including special methods for direct comparison of hearing device programs.
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Affiliation(s)
| | - Louise Burke
- School of Medicine, University of Nottingham, United Kingdom
| | - Inga Holube
- Institute of Hearing Technology and Audiology, Jade University of Applied Sciences, Oldenburg, Germany
- Cluster of Excellence Hearing4All, Oldenburg, Germany
| | - Maria Iankilevitch
- Department of Psychology, University of Victoria, British Columbia, Canada
| | - Lorienne M Jenstad
- School of Audiology and Speech Sciences, The University of British Columbia, Vancouver, Canada
| | | | - Graham Naylor
- School of Medicine, University of Nottingham, United Kingdom
- National Institute for Health and Care Research, Nottingham Biomedical Research Centre, United Kingdom
| | - Gurjit Singh
- Sonova Canada, Kitchener, Ontario, Canada
- Department of Speech-Language Pathology, University of Toronto, Ontario, Canada
- Department of Psychology, Toronto Metropolitan University, Ontario, Canada
| | | | - Petra von Gablenz
- Institute of Hearing Technology and Audiology, Jade University of Applied Sciences, Oldenburg, Germany
- Cluster of Excellence Hearing4All, Oldenburg, Germany
| | | | - Yu-Hsiang Wu
- Department of Communication Sciences and Disorders, The University of Iowa, Iowa City
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Seiferth C, Fiedler J, Färber T, Pape M, Schroeder S, Herpertz S, Steins-Loeber S, Wolstein J. Bi-directional associations of core affect and physical activity in adults with higher body weight: An ecological momentary assessment study. J Health Psychol 2024; 29:1115-1128. [PMID: 38284358 PMCID: PMC11344957 DOI: 10.1177/13591053241228202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2024] Open
Abstract
Affect is known to be predictive of and enhanced by higher physical activity (PA) levels in the general population. This secondary analysis aimed to increase the understanding of the bi-directional relationship between PA and core affect (i.e. valence, energetic arousal, and calmness) among adults with higher body weight. Affect and PA were assessed in naturalistic settings via ecological momentary assessment using a mixed sampling scheme from 157 participants (body mass index: 32.99 ± 3.78 kg/m2). Multilevel models revealed that being more physically active in the 15 minutes prior to the assessment predicted an increase in energetic arousal and a decrease in calmness. Subsequently, feeling more energetic and agitated was associated with increased PA within the following 15 minutes. Valence (i.e. pleasure-displeasure) was not associated with PA nor predictive of subsequent PA. Digital PA interventions may target the enhancement of feelings of energy and present psychoeducation about these distinct psychological benefits.
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Affiliation(s)
| | | | | | - Magdalena Pape
- LWL-University Hospital, Ruhr University Bochum, Germany
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Shinozaki N, Murakami K, Kimoto N, Masayasu S, Sasaki S. Association between meal context and meal quality: an ecological momentary assessment in Japanese adults. Eur J Nutr 2024; 63:2081-2093. [PMID: 38700576 PMCID: PMC11377557 DOI: 10.1007/s00394-024-03416-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Accepted: 04/24/2024] [Indexed: 09/06/2024]
Abstract
PURPOSE The purpose was to assess the relationship between the quality of meals and its context. METHODS We conducted a cross-sectional study of 222 Japanese adults aged 30-76 years in 2021. The following information was obtained from the 4-d weighed dietary records: the recording day (working or not), meal type (breakfast, lunch, or dinner), eating companions (alone or with someone), eating location (at home or away from home), and screen-based activity (yes or no). The nutritional quality of each meal was evaluated using the Healthy Eating Index 2020 (HEI-2020). RESULTS The analysis included 1,295 meals for males and 1,317 for females. The mean HEI-2020 ranged from 43.0 (lunch) to 51.9 (dinner) in males and from 45.7 (breakfast) to 52.0 (dinner) in females. Multilevel linear regression showed that, in males, lunch had a significantly lower HEI-2020 score compared to breakfast (β = -1.81, 95% confidence interval [CI]: -3.42, - 0.20), while dinner had a significantly higher HEI-2020 score (β = 6.77, 95% CI: 5.34, 8.20). Eating with someone was significantly associated with a higher HEI-2020 score (β = 2.22, 95% CI: 0.76, 3.67). Among females, dinner had a higher HEI-2020 score than breakfast (β = 5.21, 95% CI: 3.72, 6.70). Eating away from home was associated with higher HEI-2020 scores (β = 2.14, 95% CI: 0.04, 4.24). CONCLUSION Meal type, location, and eating companions were associated with meal quality in this population, with differences between males and females. Incorporating these factors in nutrition education and interventions can enhance diet quality.
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Affiliation(s)
- Nana Shinozaki
- Department of Social and Preventive Medicine, School of Public Health, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Kentaro Murakami
- Department of Social and Preventive Medicine, School of Public Health, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan.
| | - Nana Kimoto
- Department of Social and Preventive Medicine, School of Public Health, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Shizuko Masayasu
- Ikurien-naka, Sugaya, Naka-shi, Ibaraki, 3799-6, 311-0105, Japan
| | - Satoshi Sasaki
- Department of Social and Preventive Medicine, School of Public Health, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
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Serre F, Gauld C, Lambert L, Baillet E, Beltran V, Daulouede JP, Micoulaud-Franchi JA, Auriacombe M. Predictors of substance use during treatment for addiction: A network analysis of ecological momentary assessment data. Addiction 2024. [PMID: 39210697 DOI: 10.1111/add.16658] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Accepted: 08/02/2024] [Indexed: 09/04/2024]
Abstract
BACKGROUND AND AIMS Ecological momentary assessment (EMA) studies have previously demonstrated a prospective influence of craving on substance use in the following hours. Conceptualizing substance use as a dynamic system of causal elements could provide valuable insights into the interaction of craving with other symptoms in the process of relapse. The aim of this study was to improve the understanding of these daily life dynamic inter-relationships by applying dynamic networks analyses to EMA data sets. DESIGN, SETTING AND PARTICIPANTS Secondary analyses were conducted on time-series data from two 2-week EMA studies. Data were collected in French outpatient addiction treatment centres. A total of 211 outpatients beginning treatment for alcohol, tobacco, cannabis, stimulants and opiate addiction took part. MEASUREMENTS Using mobile technologies, participants were questioned four times per day relative to substance use, craving, exposure to cues, mood, self-efficacy and pharmacological addiction treatment use. Multi-level vector auto-regression models were used to explore contemporaneous, temporal and between-subjects networks. FINDINGS Among the 8260 daily evaluations, the temporal network model, which depicts the lagged associations of symptoms within participants, demonstrated a unidirectional association between craving intensity at one time (T0) and primary substance use at the next assessment (T1, r = 0.1), after controlling for the effect of all other variables. A greater self-efficacy at T0 was associated with fewer cues (r = -0.04), less craving (r = -0.1) and less substance use at T1 (r = -0.07), and craving presented a negative feedback loop with self-efficacy (r = -0.09). CONCLUSIONS Dynamic network analyses showed that, among outpatients beginning treatment for addiction, high craving, together with low self-efficacy, appear to predict substance use more strongly than low mood or high exposure to cues.
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Affiliation(s)
- Fuschia Serre
- University of Bordeaux, Bordeaux, France
- CNRS, SANPSY, UMR 6033, Bordeaux, France
- Pôle Interétablissement d'Addictologie, CH Ch. Perrens and CHU de Bordeaux, Bordeaux, France
| | - Christophe Gauld
- University of Bordeaux, Bordeaux, France
- CNRS, SANPSY, UMR 6033, Bordeaux, France
- Department of Child Psychiatry, Université de Lyon, Lyon, France
- Institut des Sciences Cognitives Marc Jeannerod, UMR 5229 CNRS and Université Claude Bernard Lyon 1, Lyon, France
| | - Laura Lambert
- University of Bordeaux, Bordeaux, France
- CNRS, SANPSY, UMR 6033, Bordeaux, France
| | - Emmanuelle Baillet
- University of Bordeaux, Bordeaux, France
- CNRS, SANPSY, UMR 6033, Bordeaux, France
| | - Virginie Beltran
- CNRS, SANPSY, UMR 6033, Bordeaux, France
- Centre de Soins et d'Accompagnement et de Prévention en Addictologie (CSAPA), BIZIA, Médecins du Monde, Centre Hospitalier de la côte Basque, Bayonne, France
| | - Jean-Pierre Daulouede
- CNRS, SANPSY, UMR 6033, Bordeaux, France
- Centre de Soins et d'Accompagnement et de Prévention en Addictologie (CSAPA), BIZIA, Médecins du Monde, Centre Hospitalier de la côte Basque, Bayonne, France
| | - Jean-Arthur Micoulaud-Franchi
- University of Bordeaux, Bordeaux, France
- CNRS, SANPSY, UMR 6033, Bordeaux, France
- University Sleep Clinic Unit, University Hospital of Bordeaux, Bordeaux, France
| | - Marc Auriacombe
- University of Bordeaux, Bordeaux, France
- CNRS, SANPSY, UMR 6033, Bordeaux, France
- Pôle Interétablissement d'Addictologie, CH Ch. Perrens and CHU de Bordeaux, Bordeaux, France
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Overton M, Swain N, Falling C, Gwynne-Jones D, Fillingim R, Mani R. Understanding the biopsychosocial knee osteoarthritis pain experience: an ecological momentary assessment. Pain Rep 2024; 9:e1172. [PMID: 39015820 PMCID: PMC11249513 DOI: 10.1097/pr9.0000000000001172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 04/27/2024] [Accepted: 05/27/2024] [Indexed: 07/18/2024] Open
Abstract
Introduction Psychological, social, and lifestyle factors contribute to the knee osteoarthritis (OA) pain experience. These factors could be measured more accurately using smartphone ecological momentary assessment (EMA). Objectives The objective of this study was to characterise the pain experiences of those with knee OA by a smartphone EMA survey and explain how momentary psychological and social states influence knee OA pain experiences. Methods A smartphone EMA survey was designed and piloted. Eligible participants completed smartphone EMA assessing the knee OA pain experience 3 times daily for 2 weeks. Descriptive statistics were used to characterise factors involved in knee OA pain followed by the development of mixed-effects location scale models to explore heterogeneity and relationships between symptoms involved in the knee OA pain experience. Results Eighty-six community-dwelling volunteers with knee OA were recruited. Pain, psychosocial, and lifestyle factors involved in knee OA pain experience were heterogeneous and variable. Those with greater variability in pain, fatigue, negative affect, and stress had worse levels of these symptoms overall. In addition, fatigue, negative affect, stress, anxiety, loneliness, and joint stiffness demonstrated within-person relationships with knee OA pain outcomes. Conclusions Knee OA pain is a heterogeneous biopsychosocial condition. Momentary experiences of psychological, social, fatigue, and joint stiffness explain individual and between-individual differences in momentary knee OA pain experiences. Addressing these momentary factors could improve pain and functional outcomes in those with knee OA. Validation studies, including individuals with more severe knee OA presentations, are required to support findings and guide clinical interventions to improve outcomes for those with knee OA.
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Affiliation(s)
- Mark Overton
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, Dunedin, New Zealand
| | - Nicola Swain
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, Dunedin, New Zealand
| | - Carrie Falling
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, Dunedin, New Zealand
| | - David Gwynne-Jones
- Department of Surgical Sciences, Otago School of Medicine, University of Otago, Dunedin, New Zealand
| | - Roger Fillingim
- Pain Research and Intervention Center of Excellence (PRICE), Department of Community Dentistry and Behavioural Science, University of Florida, Gainesville, FL, USA
| | - Ramakrishnan Mani
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, Dunedin, New Zealand
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Perski O, Kale D, Leppin C, Okpako T, Simons D, Goldstein SP, Hekler E, Brown J. Supervised machine learning to predict smoking lapses from Ecological Momentary Assessments and sensor data: Implications for just-in-time adaptive intervention development. PLOS DIGITAL HEALTH 2024; 3:e0000594. [PMID: 39178183 PMCID: PMC11343380 DOI: 10.1371/journal.pdig.0000594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Accepted: 07/28/2024] [Indexed: 08/25/2024]
Abstract
Specific moments of lapse among smokers attempting to quit often lead to full relapse, which highlights a need for interventions that target lapses before they might occur, such as just-in-time adaptive interventions (JITAIs). To inform the decision points and tailoring variables of a lapse prevention JITAI, we trained and tested supervised machine learning algorithms that use Ecological Momentary Assessments (EMAs) and wearable sensor data of potential lapse triggers and lapse incidence. We aimed to identify a best-performing and feasible algorithm to take forwards in a JITAI. For 10 days, adult smokers attempting to quit were asked to complete 16 hourly EMAs/day assessing cravings, mood, activity, social context, physical context, and lapse incidence, and to wear a Fitbit Charge 4 during waking hours to passively collect data on steps and heart rate. A series of group-level supervised machine learning algorithms (e.g., Random Forest, XGBoost) were trained and tested, without and with the sensor data. Their ability to predict lapses for out-of-sample (i) observations and (ii) individuals were evaluated. Next, a series of individual-level and hybrid (i.e., group- and individual-level) algorithms were trained and tested. Participants (N = 38) responded to 6,124 EMAs (with 6.9% of responses reporting a lapse). Without sensor data, the best-performing group-level algorithm had an area under the receiver operating characteristic curve (AUC) of 0.899 (95% CI = 0.871-0.928). Its ability to classify lapses for out-of-sample individuals ranged from poor to excellent (AUCper person = 0.524-0.994; median AUC = 0.639). 15/38 participants had adequate data for individual-level algorithms to be constructed, with a median AUC of 0.855 (range: 0.451-1.000). Hybrid algorithms could be constructed for 25/38 participants, with a median AUC of 0.692 (range: 0.523 to 0.998). With sensor data, the best-performing group-level algorithm had an AUC of 0.952 (95% CI = 0.933-0.970). Its ability to classify lapses for out-of-sample individuals ranged from poor to excellent (AUCper person = 0.494-0.979; median AUC = 0.745). 11/30 participants had adequate data for individual-level algorithms to be constructed, with a median AUC of 0.983 (range: 0.549-1.000). Hybrid algorithms could be constructed for 20/30 participants, with a median AUC of 0.772 (range: 0.444 to 0.968). In conclusion, high-performing group-level lapse prediction algorithms without and with sensor data had variable performance when applied to out-of-sample individuals. Individual-level and hybrid algorithms could be constructed for a limited number of individuals but had improved performance, particularly when incorporating sensor data for participants with sufficient wear time. Feasibility constraints and the need to balance multiple success criteria in the JITAI development and implementation process are discussed.
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Affiliation(s)
- Olga Perski
- Faculty of Social Sciences, Tampere University, Finland
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California, San Diego, California, United States of America
- Department of Behavioural Science and Health, University College London, United Kingdom
| | - Dimitra Kale
- Department of Behavioural Science and Health, University College London, United Kingdom
| | - Corinna Leppin
- Department of Behavioural Science and Health, University College London, United Kingdom
| | - Tosan Okpako
- Department of Behavioural Science and Health, University College London, United Kingdom
| | - David Simons
- Centre for Emerging, Endemic and Exotic Diseases, Royal Veterinary College, United Kingdom
| | - Stephanie P. Goldstein
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University & The Miriam Hospital/Weight Control and Diabetes Research Center, United States of America
| | - Eric Hekler
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California, San Diego, California, United States of America
| | - Jamie Brown
- Department of Behavioural Science and Health, University College London, United Kingdom
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Doucette MM, Kwan H, Premji Z, Duchesne A, Gawryluk JR, Garcia-Barrera MA. Integration of sex/gender and utilization of ecological Momentary assessment of cognition in clinical populations: A scoping review. Clin Neuropsychol 2024; 38:1409-1440. [PMID: 38533627 DOI: 10.1080/13854046.2024.2333579] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Accepted: 03/15/2024] [Indexed: 03/28/2024]
Abstract
Objectives: We aimed to describe the methods of smartphone-based cognitive ecological momentary assessment designs in clinical populations, with an intention to evaluate how the role of sex and/or gender has been considered in the design and analyses, particularly including female-specific physiology. Methods: This scoping review was conducted based on JBI scoping review methodology. On March 2nd, 2023, we searched for literature across four databases. Screening of the results and data extraction were conducted in duplicate according to the a priori methods in the pre-registered protocol. Results: 31 articles were included in this review. Participants ranged in age from 15-85 years old with various clinical disorders. Prompts were given between 1-7 times per day for 7-84 days. Executive function was the most frequently assessed cognitive domain. Over half the studies (n = 17, 55%) did not investigate the effects of sex and/or gender, and only one study considered the impact of hormonal therapy. Many studies (n = 14, 45%) used sex and gender interchangeably or incorrectly. Conclusions: Studies varied in design, with heterogeneity in the reporting of methodological information. The lack of attention to sex/gender on neuropsychological outcomes can lead to confusion and contradiction regarding its potential impact on cognition in clinical populations. This may hinder the identification of effective interventions for those assigned female at birth who have been overlooked or considered indistinguishable from their male counterparts. Given the well-documented impact of sex/gender on cognition, it is essential that future neuropsychological research, especially EMA-based studies, prioritize investigating sex/gender to ensure better outcomes for all.
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Affiliation(s)
| | - Heather Kwan
- Department of Psychology, University of Victoria, British Columbia, Canada
- Institute on Aging & Lifelong Health, University of Victoria, British Columbia, Canada
| | - Zahra Premji
- Libraries, University of Victoria, British Columbia, Canada
| | - Annie Duchesne
- Department of Psychology, University of Northern British Columbia, British Columbia, Canada
- Department of Psychology, Université du Québec à Trois-Rivières, Quebec, Canada
| | - Jodie R Gawryluk
- Department of Psychology, University of Victoria, British Columbia, Canada
- Institute on Aging & Lifelong Health, University of Victoria, British Columbia, Canada
- Division of Medical Sciences, University of Victoria, British Columbia, Canada
| | - Mauricio A Garcia-Barrera
- Department of Psychology, University of Victoria, British Columbia, Canada
- Institute on Aging & Lifelong Health, University of Victoria, British Columbia, Canada
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12
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Cnudde K, De Vylder F, Cardon G, Maes I, Van Dyck D. Within- and between-person associations of time-varying determinants with snacking in older adults: an ecological momentary assessment study. Br J Nutr 2024; 132:236-247. [PMID: 38764384 DOI: 10.1017/s0007114524001004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/21/2024]
Abstract
Promoting healthy snacking is important in addressing malnutrition, overweight and obesity among an ageing population. However, little is known about the factors underlying snacking behaviour in older adults. The present study aimed to explore within- and between-person associations between determinants (i.e. intention, visibility of snacks, social modelling and emotions) and snacking behaviours (i.e. decision to snack, health factor of the snack and portion size) in older adults (60+). Conducting a two-part intensive longitudinal design, data were analysed from forty-eight healthy older adults consisting of (1) an event-based self-report ecological momentary assessment (EMA) diary every time they had a snack and (2) a time-based EMA questionnaire on their phone five times per day. Analysis through generalised linear mixed models indicated that higher intention to snack healthily leads to healthier snacking while higher levels of social modelling and cheerfulness promote unhealthier choices within individuals. At the between-person level, similar results were found for intention and social modelling. Visibility of a snack increased portion size at both a within- and between-person level, while the intention to eat a healthy snack only increased portion size at the between-person level. No associations were found between the decision to snack and all determinants. This is the first study to investigate both within- and between-person associations between time-varying determinants and snacking in older adults. Such information holds the potential for incorporation into just-in-time adaptive interventions, allowing for personalised tailoring, more effective promotion of healthier snacking behaviours and thus pursuing the challenge of healthy ageing.
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Affiliation(s)
- Kim Cnudde
- Department of Movement and Sports Sciences, Faculty of Medicine and Health Sciences, Ghent University, Watersportlaan 2, B-9000 Ghent, Belgium
| | - Flore De Vylder
- Department of Movement and Sports Sciences, Faculty of Medicine and Health Sciences, Ghent University, Watersportlaan 2, B-9000 Ghent, Belgium
| | - Greet Cardon
- Department of Movement and Sports Sciences, Faculty of Medicine and Health Sciences, Ghent University, Watersportlaan 2, B-9000 Ghent, Belgium
| | - Iris Maes
- Department of Movement and Sports Sciences, Faculty of Medicine and Health Sciences, Ghent University, Watersportlaan 2, B-9000 Ghent, Belgium
| | - Delfien Van Dyck
- Department of Movement and Sports Sciences, Faculty of Medicine and Health Sciences, Ghent University, Watersportlaan 2, B-9000 Ghent, Belgium
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Strohacker K, Sudeck G, Ibrahim AH, Keegan R. Exploring person-specific associations of situational motivation and readiness with leisure-time physical activity effort and experience. PLoS One 2024; 19:e0307369. [PMID: 39024266 PMCID: PMC11257293 DOI: 10.1371/journal.pone.0307369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Accepted: 07/03/2024] [Indexed: 07/20/2024] Open
Abstract
Identifying determinants of leisure-time physical activity (LTPA) often relies on population-level (nomothetic) averages, potentially overlooking person-specific (idiographic) associations. This study uses an idiographic perspective to explore how subjective readiness and motives for LTPA relate to volitional effort (duration, intensity) and affective experience (pleasure, displeasure). We also highlight the potential for different interpretations when data are averaged within individuals and assessed using a variable-centered approach. Participants (N = 22, 25±8 years old, 54.5% women) were asked to continue their regular PA patterns for 10 weeks. Ecological momentary assessment procedures allowed participants to provide pre-activity reports (physical, cognitive, emotional readiness and situational motive for activity) and post-activity reports (activity type, duration, perceived exertion, ratings of affective valence). Spearman rank correlation was implemented to interpret within- and between-person associations. Data visualization approaches were used to showcase person-specific differences in associations. Participants provided 519 reports of LTPA (24±11 events/person), which displayed between- and within-person variety in type, duration, intensity, and affective experience. Exemplar cases highlight discrepancies in interpretation based on level of analysis, such that the nomothetic association (rho = .42, p = .05; 95% CI -.02, .72) between motive to replenish energy and LTPA duration was observed in only one within-person analysis (41% were weak-to-large inverse effects). Alternatively, the negligible nomothetic association (rho = .02, p = .93; 95% CI -.41, .44) between physical readiness and LTPA-related affect did not reflect the 59% of within-person analyses showing moderate-to-large, positive effects. Future research aiming to identify determinants of LTPA effort and experience should integrate contemporary, idiographic analyses in early-stage research for developing person-specific strategies for LTPA promotion.
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Affiliation(s)
- Kelley Strohacker
- Department of Kinesiology, Recreation and Sport Studies, The University of Tennessee, Knoxville, TN, United States of America
| | - Gorden Sudeck
- Institute of Sport Science, University Tübingen, Tübingen, Germany
- Interfacultary Research Institute for Sports and Physical Activity, University Tübingen, Tübingen, Germany
| | - Adam H. Ibrahim
- Department of Kinesiology, Recreation and Sport Studies, The University of Tennessee, Knoxville, TN, United States of America
| | - Richard Keegan
- Research Institute for Sport and Exercise, Faculty of Health, University of Canberra, Canberra, Australia
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Chua XH, Edney SM, Müller AM, Petrunoff NA, Whitton C, Tay Z, Goh CMJL, Chen B, Park SH, Rebello SA, Low A, Chia J, Koek D, Cheong K, van Dam RM, Müller-Riemenschneider F. Rationale, Design, and Baseline Characteristics of Participants in the Health@NUS mHealth Augmented Cohort Study Examining Student-to-Work Life Transition: Protocol for a Prospective Cohort Study. JMIR Res Protoc 2024; 13:e56749. [PMID: 39018103 PMCID: PMC11292158 DOI: 10.2196/56749] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2024] [Revised: 04/18/2024] [Accepted: 04/18/2024] [Indexed: 07/18/2024] Open
Abstract
BACKGROUND Integration of mobile health data collection methods into cohort studies enables the collection of intensive longitudinal information, which gives deeper insights into individuals' health and lifestyle behavioral patterns over time, as compared to traditional cohort methods with less frequent data collection. These findings can then fill the gaps that remain in understanding how various lifestyle behaviors interact as students graduate from university and seek employment (student-to-work life transition), where the inability to adapt quickly to a changing environment greatly affects the mental well-being of young adults. OBJECTIVE This paper aims to provide an overview of the study methodology and baseline characteristics of participants in Health@NUS, a longitudinal study leveraging mobile health to examine the trajectories of health behaviors, physical health, and well-being, and their diverse determinants, for young adults during the student-to-work life transition. METHODS University students were recruited between August 2020 and June 2022 in Singapore. Participants would complete biometric assessments and questionnaires at 3 time points (baseline, 12-, and 24-month follow-up visits) and use a Fitbit smartwatch and smartphone app to continuously collect physical activity, sedentary behavior, sleep, and dietary data over the 2 years. Additionally, up to 12 two-week-long bursts of app-based ecological momentary surveys capturing lifestyle behaviors and well-being would be sent out among the 3 time points. RESULTS Interested participants (n=1556) were screened for eligibility, and 776 participants were enrolled in the study between August 2020 and June 2022. Participants were mostly female (441/776, 56.8%), of Chinese ethnicity (741/776, 92%), undergraduate students (759/776, 97.8%), and had a mean BMI of 21.9 (SD 3.3) kg/m2, and a mean age of 22.7 (SD 1.7) years. A substantial proportion were overweight (202/776, 26.1%) or obese (42/776, 5.4%), had indicated poor mental well-being (World Health Organization-5 Well-Being Index ≤50; 291/776, 37.7%), or were at higher risk for psychological distress (Kessler Psychological Distress Scale ≥13; 109/776, 14.1%). CONCLUSIONS The findings from this study will provide detailed insights into the determinants and trajectories of health behaviors, health, and well-being during the student-to-work life transition experienced by young adults. TRIAL REGISTRATION ClinicalTrials.gov NCT05154227; https://clinicaltrials.gov/study/NCT05154227. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/56749.
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Affiliation(s)
- Xin Hui Chua
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Sarah Martine Edney
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Andre Matthias Müller
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Nicholas A Petrunoff
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Clare Whitton
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia
| | - Zoey Tay
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Claire Marie Jie Lin Goh
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Bozhi Chen
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Su Hyun Park
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Salome A Rebello
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Alicia Low
- Health Promotion Board, Singapore Government, Singapore, Singapore
| | - Janelle Chia
- Health Promotion Board, Singapore Government, Singapore, Singapore
| | - Daphne Koek
- Health Promotion Board, Singapore Government, Singapore, Singapore
| | - Karen Cheong
- Health Promotion Board, Singapore Government, Singapore, Singapore
| | - Rob M van Dam
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
- Departments of Exercise and Nutrition Sciences and Epidemiology, Milken Institute of Public Health, The George Washington University, Washington, DC, United States
| | - Falk Müller-Riemenschneider
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Digital Health Center, Berlin Institute of Health, Charité-Universitätsmedizin Berlin, Berlin, Germany
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Bogudzińska B, Jaworski A, Zajdel A, Skrzypek K, Misiak B. The experience sampling methodology in psychosis risk states: A systematic review. J Psychiatr Res 2024; 175:34-41. [PMID: 38704979 DOI: 10.1016/j.jpsychires.2024.04.050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 04/03/2024] [Accepted: 04/25/2024] [Indexed: 05/07/2024]
Abstract
The experience sampling method (ESM) is a structured diary technique, which is used to assess thoughts, mood and appraise subjective experiences in daily life. It has been recognized as a useful tool for understanding the characteristics, dynamics, and underlying mechanisms of prodromal symptoms of psychosis. The present systematic review aimed to provide a qualitative synthesis of findings provided by the ESM studies conducted in people with psychosis risk states. A systematic review of the MEDLINE, ERIC, Academic Search Ultimate, and Health Source: Nursing/Academic Edition databases, utilizing search terms related to the ESM and the risk of psychosis was conducted. Out of 1069 publication records identified, 77 studies met the inclusion criteria for the review. Data were synthesized around the following topics: 1) assessment of symptoms dynamics and social functioning; 2) assessment of the mechanisms contributing to the emergence of psychotic experiences and 3) assessment of stress sensitivity. The studies have shown that negative emotions are associated with subsequent development of paranoia. The tendency to draw hasty conclusions, aberrant salience, self-esteem, and emotion regulation were the most frequently reported mechanisms associated with the emergence of psychotic experiences. Studies using the ESM also provided evidence for the role of stress sensitivity, in the development of psychotic symptoms. The ESM has widely been applied to studies investigating psychosis risk states, using a variety of protocols. Findings from this systematic review might inform future studies and indicate potential targets for interventions.
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Affiliation(s)
- Bogna Bogudzińska
- Departament of Psychiatry, Wroclaw Medical University, Wroclaw, Poland.
| | | | | | | | - Błażej Misiak
- Departament of Psychiatry, Wroclaw Medical University, Wroclaw, Poland
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Kingsbury C, Buzzi M, Chaix B, Kanning M, Khezri S, Kiani B, Kirchner TR, Maurel A, Thierry B, Kestens Y. STROBE-GEMA: a STROBE extension for reporting of geographically explicit ecological momentary assessment studies. Arch Public Health 2024; 82:84. [PMID: 38867286 PMCID: PMC11170886 DOI: 10.1186/s13690-024-01310-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Accepted: 05/16/2024] [Indexed: 06/14/2024] Open
Abstract
CONTEXT While a growing body of research has been demonstrating how exposure to social and built environments relate to various health outcomes, specific pathways generally remain poorly understood. But recent technological advancements have enabled new study designs through continuous monitoring using mobile sensors and repeated questionnaires. Such geographically explicit momentary assessments (GEMA) make it possible to link momentary subjective states, behaviors, and physiological parameters to momentary environmental conditions, and can help uncover the pathways linking place to health. Despite its potential, there is currently no review of GEMA studies detailing how location data is used to measure environmental exposure, and how this in turn is linked to momentary outcomes of interest. Moreover, a lack of standard reporting of such studies hampers comparability and reproducibility. AIMS The objectives of this research were twofold: 1) conduct a systematic review of GEMA studies that link momentary measurement with environmental data obtained from geolocation data, and 2) develop a STROBE extension guideline for GEMA studies. METHOD The review followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Inclusion criteria consisted of a combination of repeated momentary measurements of a health state or behavior with GPS coordinate collection, and use of these location data to derive momentary environmental exposures. To develop the guideline, the variables extracted for the systematic review were compared to elements of the STROBE (Strengthening the Reporting of Observational Studies in Epidemiology) and CREMAS (CRedibility of Evidence from Multiple Analyses of the Same data) checklists, to provide a new guideline for GEMA studies. An international panel of experts participated in a consultation procedure to collectively develop the proposed checklist items. RESULTS AND DEVELOPED TOOLS: A total of 20 original GEMA studies were included in the review. Overall, several key pieces of information regarding the GEMA methods were either missing or reported heterogeneously. Our guideline provides a total of 27 categories (plus 4 subcategories), combining a total of 70 items. The 22 categories and 32 items from the original STROBE guideline have been integrated in our GEMA guideline. Eight categories and 6 items from the CREMAS guideline have been included to our guideline. We created one new category (namely "Consent") and added 32 new items specific to GEMA studies. CONCLUSIONS AND RECOMMENDATIONS This study offers a systematic review and a STROBE extension guideline for the reporting of GEMA studies. The latter will serve to standardize the reporting of GEMA studies, as well as facilitate the interpretation of results and their generalizability. In short, this work will help researchers and public health professionals to make the most of this method to advance our understanding of how environments influence health.
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Affiliation(s)
- Célia Kingsbury
- École de santé publique, Université de Montréal (ESPUM), 7101 Av. du Parc, Montréal, H3N 1X9, Québec, Canada.
- Centre de recherche de santé publique (CReSP), 7101, Av. du Parc, Montréal, H3N 1X9, Québec, Canada.
| | - Marie Buzzi
- Université de Lorraine, INSERM, INSPIIRE, Nancy, F-54000, France
| | - Basile Chaix
- Université de Sorbonne, INSERM, Institut Pierre Louis d'Epidémiologie et de Santé Publique IPLESP, Nemesis Team, Faculté de Médecine Saint-Antoine, 27 rue Chaligny, Paris, 75012, France
| | - Martina Kanning
- Department of Social and Health Sciences in Sport Science, University of Konstanz, Universitätsstraße 10, 78464, Konstanz, Baden-Wuerttemberg, Germany
| | - Sadun Khezri
- École de santé publique, Université de Montréal (ESPUM), 7101 Av. du Parc, Montréal, H3N 1X9, Québec, Canada
- Centre de recherche de santé publique (CReSP), 7101, Av. du Parc, Montréal, H3N 1X9, Québec, Canada
| | - Behzad Kiani
- Centre for Clinical Research, Faculty of Medicine, The University of Queensland, Brisbane St Lucia, QLD, 4072, Australia
| | - Thomas R Kirchner
- Department of Social and Behavioral Sciences, New York University School of Global Public Health, 726 Broadway, New York, NY, 10012, USA
- Center for Urban Science and Progress, New York University Tandon School of Engineering, 6 MetroTech Center, Brooklyn, NY, 11201, USA
| | - Allison Maurel
- École de santé publique, Université de Montréal (ESPUM), 7101 Av. du Parc, Montréal, H3N 1X9, Québec, Canada
- Centre de recherche de santé publique (CReSP), 7101, Av. du Parc, Montréal, H3N 1X9, Québec, Canada
| | - Benoît Thierry
- École de santé publique, Université de Montréal (ESPUM), 7101 Av. du Parc, Montréal, H3N 1X9, Québec, Canada
- Centre de recherche de santé publique (CReSP), 7101, Av. du Parc, Montréal, H3N 1X9, Québec, Canada
| | - Yan Kestens
- École de santé publique, Université de Montréal (ESPUM), 7101 Av. du Parc, Montréal, H3N 1X9, Québec, Canada
- Centre de recherche de santé publique (CReSP), 7101, Av. du Parc, Montréal, H3N 1X9, Québec, Canada
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Geeraerts J, de Nooijer K, Pivodic L, De Ridder M, Van den Block L. Intensive Longitudinal Methods Among Adults With Breast or Lung Cancer: Scoping Review. J Med Internet Res 2024; 26:e50224. [PMID: 38865186 PMCID: PMC11208836 DOI: 10.2196/50224] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Revised: 03/12/2024] [Accepted: 04/29/2024] [Indexed: 06/13/2024] Open
Abstract
BACKGROUND Intensive longitudinal methods offer a powerful tool for capturing daily experiences of individuals. However, its feasibility, effectiveness, and optimal methodological approaches for studying or monitoring experiences of oncology patients remain uncertain. OBJECTIVE This scoping review aims to describe to what extent intensive longitudinal methods with daily electronic assessments have been used among patients with breast or lung cancer and with which methodologies, associated outcomes, and influencing factors. METHODS We searched the electronic databases (PubMed, Embase, and PsycINFO) up to January 2024 and included studies reporting on the use of these methods among adults with breast or lung cancer. Data were extracted on population characteristics, intensive monitoring methodologies used, study findings, and factors influencing the implementation of these methods in research and clinical practice. RESULTS We identified 1311 articles and included 52 articles reporting on 41 studies. Study aims and intensive monitoring methodologies varied widely, but most studies focused on measuring physical and psychological symptom constructs, such as pain, anxiety, or depression. Compliance and attrition rates seemed acceptable for most studies, although complete methodological reporting was often lacking. Few studies specifically examined these methods among patients with advanced cancer. Factors influencing implementation were linked to both patient (eg, confidence with intensive monitoring system) and methodology (eg, option to use personal devices). CONCLUSIONS Intensive longitudinal methods with daily electronic assessments hold promise to provide unique insights into the daily lives of patients with cancer. Intensive longitudinal methods may be feasible among people with breast or lung cancer. Our findings encourage further research to determine optimal conditions for intensive monitoring, specifically in more advanced disease stages.
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Affiliation(s)
- Joran Geeraerts
- End-of-Life Care Research Group, Vrije Universiteit Brussel, Brussels, Belgium
| | - Kim de Nooijer
- End-of-Life Care Research Group, Vrije Universiteit Brussel, Brussels, Belgium
| | - Lara Pivodic
- End-of-Life Care Research Group, Vrije Universiteit Brussel, Brussels, Belgium
| | - Mark De Ridder
- Department of Radiotherapy, Universitair Ziekenhuis Brussel, Vrije Universiteit Brussel, Brussels, Belgium
| | - Lieve Van den Block
- End-of-Life Care Research Group, Vrije Universiteit Brussel, Brussels, Belgium
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Timm I, Giurgiu M, Ebner-Priemer U, Reichert M. The Within-Subject Association of Physical Behavior and Affective Well-Being in Everyday Life: A Systematic Literature Review. Sports Med 2024; 54:1667-1705. [PMID: 38705972 PMCID: PMC11239742 DOI: 10.1007/s40279-024-02016-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/01/2024] [Indexed: 05/07/2024]
Abstract
BACKGROUND The interplay of physical activity (PA) with affective well-being (AWB) is highly critical to both health behaviors and health outcomes. Current prominent theories presume AWB to be crucial for PA maintenance, and PA is evidenced to foster mental health. However, thus far, PA-AWB associations have mainly been researched in laboratory settings and with interventional designs, but the everyday life perspective had not been focused on, mostly due to technological limitations. In the course of digitization, the number of studies using device-based methods to research the within-subject association of physical activity and affective well-being (PA-AWB) under ecological valid conditions increased rapidly, but a recent comprehensive systematic review of evidence across populations, age groups, and distinct AWB components remained inconclusive. OBJECTIVES Therefore, we aimed to firstly review daily-life studies that assessed intensive longitudinal device-based (e.g., electronic smartphone diaries and accelerometry) and real-time PA-AWB data, secondly to develop and apply a quality assessment tool applicable to those studies, and thirdly to discuss findings and draw implications for research and practice. METHODS To this end, the literature was searched in three databases (Web of Science, PubMed, Scopus) up to November 2022. The systematic review followed the PRISMA guidelines and had been pre-registered (PROSPERO id: CRD42021277327). A modified quality assessment tool was developed to illustrate the risk of bias of included studies. RESULTS The review of findings showed that, in general, already short PA bouts in everyday life, which clearly differ from structured exercise sessions, are positively associated with AWB. In particular, feelings of energy relate to incidental (non-exercise and unstructured) activity, and PA-AWB associations depend on population characteristics. The quality assessment revealed overall moderate study quality; however, the methods applied were largely heterogeneous between investigations. Overall, the reviewed evidence on PA-AWB associations in everyday life is ambiguous; for example, no clear patterns of directions and strengths of PA-AWB relationships depending on PA and AWB components (such as intensity, emotions, affect, mood) emerged. CONCLUSIONS The reviewed evidence can fuel discussions on whether the World Health Organization's notion "every move counts" may be extended to everyday life AWB. Concurrently, the PA-AWB relationship findings endorse prominent theories highlighting the critical role of AWB in everyday PA engagement and maintenance. However, the review also clearly highlights the need to advance and harmonize methodological approaches for more fine-grained investigations on which specific PA/AWB characteristics, contextual factors, and biological determinants underly PA-AWB associations in everyday life. This will enable the field to tackle pressing challenges such as the issue of causality of PA-AWB associations, which will help to shape and refine existing theories to ultimately predict and improve health behavior, thereby feeding into precision medicine approaches.
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Affiliation(s)
- Irina Timm
- Mental mHealth Lab, Institute of Sports and Sports Science, Karlsruhe Institute of Technology, Hertzstr. 16, 76187, Karlsruhe, Germany.
| | - Marco Giurgiu
- Mental mHealth Lab, Institute of Sports and Sports Science, Karlsruhe Institute of Technology, Hertzstr. 16, 76187, Karlsruhe, Germany
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany
| | - Ulrich Ebner-Priemer
- Mental mHealth Lab, Institute of Sports and Sports Science, Karlsruhe Institute of Technology, Hertzstr. 16, 76187, Karlsruhe, Germany
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany
- German Center for Mental Health (DZPG), partner site Mannheim, Mannheim, Germany
| | - Markus Reichert
- Mental mHealth Lab, Institute of Sports and Sports Science, Karlsruhe Institute of Technology, Hertzstr. 16, 76187, Karlsruhe, Germany.
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany.
- Department of eHealth and Sports Analytics, Faculty of Sport Science, Ruhr University Bochum, Gesundheitscampus-Nord 10, 44801, Bochum, Germany.
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Chen S, Cai D, Lai Y, Zhang Y, He J, Zhou L, Sun H. Risk factors and outcomes for refeeding syndrome in acute ischaemic stroke patients. Nutr Diet 2024. [PMID: 38738826 DOI: 10.1111/1747-0080.12872] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 12/24/2023] [Accepted: 03/04/2024] [Indexed: 05/14/2024]
Abstract
AIM Patients with acute ischaemic stroke are more likely to develop refeeding syndrome due to increased need for nutritional support when suffering alterations of consciousness and impairment of swallowing. This study aimed to evaluate the incidence, risk factors and outcomes of refeeding syndrome in stroke patients. METHODS This was a retrospective observational study, using the prospective stroke database from hospital, included all consecutive acute ischaemic stroke patients who received enteral nutrition for more than 72 h from 1 January 2020 and 31 December 2022. Refeeding syndrome was defined as occurrence of new-onset hypophosphataemia within 72 h after enteral feeding. Multiple logistic regression analysis was conducted to evaluate risk factors and relationships between refeeding syndrome and stroke outcomes. RESULTS 338 patients were included in the study. 50 patients (14.8%) developed refeeding syndrome. Higher scores on National Institutes of Health Stroke Scale and Nutritional Risk Screening 2002, albumin <30 g/L and BMI <18.5 kg/m2 were risk factors for refeeding syndrome. Moreover, refeeding syndrome was independently associated with a 3-month modified Rankin Scale score of >2 and 6-month mortality. CONCLUSIONS Refeeding syndrome was common in stroke patients and higher baseline National Institutes of Health Stroke Scale, higher Nutritional Risk Screening 2002, albumin <30 g/L and BMI <18.5 kg/m2 were independent risk factors of refeeding syndrome. Occurrence of refeeding syndrome was significantly associated with higher 3-month modified Rankin Scale and 6-month mortality.
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Affiliation(s)
- Shumin Chen
- Department of Neurology, Guangdong Provincial Hospital of Integrated Traditional Chinese and Western Medicine, Affiliated Hospital of Traditional Chinese University of Guangzhou, Foshan, China
| | - Dongchun Cai
- Department of Neurology, Guangdong Provincial Hospital of Integrated Traditional Chinese and Western Medicine, Affiliated Hospital of Traditional Chinese University of Guangzhou, Foshan, China
| | - Yuzheng Lai
- Department of Neurology, Guangdong Provincial Hospital of Integrated Traditional Chinese and Western Medicine, Affiliated Hospital of Traditional Chinese University of Guangzhou, Foshan, China
| | - Yongfang Zhang
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, China
| | - Jianfeng He
- Department of Neurology, Guangdong Provincial Hospital of Integrated Traditional Chinese and Western Medicine, Affiliated Hospital of Traditional Chinese University of Guangzhou, Foshan, China
| | - Liang Zhou
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, China
| | - Hao Sun
- Department of Neurology, Guangdong Provincial Hospital of Integrated Traditional Chinese and Western Medicine, Affiliated Hospital of Traditional Chinese University of Guangzhou, Foshan, China
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20
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Li X, Wang T, Shi W, Ma Y, Wang Q, Zhou D, Dai Q, Wen C, Chen Y, Huang L. Reporting guidelines for traditional Chinese medicine could be improved: a cross-sectional study. J Clin Epidemiol 2024; 168:111279. [PMID: 38360378 DOI: 10.1016/j.jclinepi.2024.111279] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 02/06/2024] [Accepted: 02/08/2024] [Indexed: 02/17/2024]
Abstract
OBJECTIVES The aim of this study is to identify available reporting guidelines for traditional Chinese medicine (TCM), delineate their fundamental characteristics, assess the scientific rigor of their development process, and evaluate their dissemination. STUDY DESIGN AND SETTING A search was conducted in Medline (via PubMed), China National Knowledge Infrastructure (CNKI), SinoMed, WANFANG DATA, and the EQUATOR Network to identify TCM reporting guidelines. A preprepared Excel database was used to extract information on the basic characteristics, development process, and dissemination information. The development process quality of TCM reporting guidelines was assessed by evaluating their compliance with the Guidance for Developers of Health Research Reporting Guidelines (GDHRRG). The extent of dissemination of these guidelines was analyzed by examining the number of citations received. RESULTS A total of 26 reporting guidelines for TCM were obtained from 20 academic journals, with 61.5% of them published in English journals. Among the guidelines, 14 (53.8%) were registered in the EQUATOR Network. On average, the compliance rate of GDHRRG guidelines was reported to be 63.3% ranging from 22.2% to 94.4%. Three steps showed poor compliance, namely guideline endorsement (23.1%), translated guidelines (19.2%), and developing a publication strategy (19.2%). Furthermore, the compliance rate of GDHRRG guidelines published in English journals was higher than that in Chinese journals. In terms of the dissemination, 15.4% of the guidelines had been cited over 100 times, while 73.1% had been cited less than 50 times. CONCLUSION The development of TCM reporting guidelines still has limitations in terms of regarding scientific rigor and follow-up dissemination. Therefore, it is important to ensure adherence to the scientific process in the development of TCM reporting guidelines and to strengthen their promotion, dissemination, and implementation.
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Affiliation(s)
- Xuanlin Li
- School of Basic Medical Science, Zhejiang Chinese Medical University, Hangzhou, 310053, China
| | - Tengyue Wang
- School of Basic Medical Science, Zhejiang Chinese Medical University, Hangzhou, 310053, China
| | - Weiman Shi
- School of Basic Medical Science, Zhejiang Chinese Medical University, Hangzhou, 310053, China
| | - Yanfang Ma
- School of Chinese Medicine, Hong Kong Baptist University, Hong Kong, 999077, China
| | - Qi Wang
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Donghai Zhou
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, 310053, China
| | - Qiaoding Dai
- Department of Rheumatology and Immunology, The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine), Hangzhou, 310053, China
| | - Chengping Wen
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, 310053, China
| | - Yaolong Chen
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, 730013, Lanzhou, China; Research Unit of Evidence-Based Evaluation and Guidelines, Chinese Academy of Medical Sciences, School of Basic Medical Sciences, Lanzhou University, 730013, Lanzhou, China; WHO Collaborating Centre for Guideline Implementation and Knowledge Translation, Lanzhou University, Lanzhou, 730013, China.
| | - Lin Huang
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, 310053, China.
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Schmitter-Edgecombe M, Luna C, Dai S, Cook DJ. Predicting daily cognition and lifestyle behaviors for older adults using smart home data and ecological momentary assessment. Clin Neuropsychol 2024:1-25. [PMID: 38503715 PMCID: PMC11411016 DOI: 10.1080/13854046.2024.2330143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Accepted: 03/07/2024] [Indexed: 03/21/2024]
Abstract
OBJECTIVE Extraction of digital markers from passive sensors placed in homes is a promising method for understanding real-world behaviors. In this study, machine learning (ML) and multilevel modeling (MLM) are used to examine types of digital markers and whether smart home sensors can predict cognitive functioning, lifestyle behaviors, and contextual factors measured through ecological momentary assessment (EMA). METHOD Smart home sensors were installed in the homes of 44 community-dwelling midlife and older adults for 3-4 months. Sensor data were categorized into eight digital markers. Participants responded to iPad-delivered EMA prompts 4×/day for 2 wk. Prompts included an n-back task and survey on recent (past 2 h) lifestyle and contextual factors. RESULTS ML marker rankings revealed that sensor counts (indicating increased activity) and time outside the home were among the most influential markers for all survey questions. Additionally, MLM revealed for every 1000 sensor counts, mental sharpness, social, physical, and cognitive EMA responses increased by 0.134-0.155 points on a 5-point scale. For every additional 30-minutes spent outside home, social, physical, and cognitive EMA responses increased by 0.596, 0.472, and 0.157 points. Advanced ML joint classification/regression significantly predicted EMA responses from smart home digital markers with error of 0.370 on a 5-point scale, and n-back performance with a normalized error of 0.040. CONCLUSION Results from ML and MLM were complimentary and comparable, suggesting that machine learning may be used to develop generalized models to predict everyday cognition and track lifestyle behaviors and contextual factors that impact health outcomes using smart home sensor data.
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Affiliation(s)
| | - Catherine Luna
- Department of Psychology, Washington State University, Pullman, WA, USA
| | - Shenghai Dai
- College of Education, Washington State University, Pullman, WA, USA
| | - Diane J Cook
- School of Electrical Engineering and Computer Science, Washington State University, Pullman, WA, USA
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22
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Bell IH, Eisner E, Allan S, Cartner S, Torous J, Bucci S, Thomas N. Methodological Characteristics and Feasibility of Ecological Momentary Assessment Studies in Psychosis: a Systematic Review and Meta-Analysis. Schizophr Bull 2024; 50:238-265. [PMID: 37606276 PMCID: PMC10919779 DOI: 10.1093/schbul/sbad127] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 08/23/2023]
Abstract
BACKGROUND Ecological momentary assessment (EMA) involves completing multiple surveys over time in daily life, capturing in-the-moment experiences in real-world contexts. EMA use in psychosis studies has surged over several decades. To critically examine EMA use in psychosis research and assist future researchers in designing new EMA studies, this systematic review aimed to summarize the methodological approaches used for positive symptoms in psychosis populations and evaluate feasibility with a focus on completion rates. METHODS A systematic review of PubMed, PsycINFO, MEDLINE, Web of Science, EBSCOhost, and Embase databases using search terms related to EMA and psychosis was conducted. Excluding duplicate samples, a meta-analysis was conducted of EMA survey completion rates and meta-regression to examine predictors of completion. RESULTS Sixty-eight studies were included in the review. Characteristics and reporting of EMA methodologies were variable across studies. The meta-mean EMA survey completion computed from the 39 unique studies that reported a mean completion rate was 67.15% (95% CI = 62.3, 71.9), with an average of 86.25% of the sample meeting a one-third EMA completion criterion. No significant predictors of completion were found in the meta-regression. A variety of EMA items were used to measure psychotic experiences, of which few were validated. CONCLUSIONS EMA methods have been widely applied in psychosis studies using a range of protocols. Completion rates are high, providing clear evidence of feasibility in psychosis populations. Recommendations for reporting in future studies are provided.
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Affiliation(s)
- Imogen H Bell
- Orygen The National Centre of Excellence in Youth Mental Health, Parkville, VIC, Australia
- Centre for Youth Mental Health, The University of Melbourne, Parkville, VIC, Australia
| | - Emily Eisner
- Division of Psychology and Mental Health, School of Health Sciences, Manchester Academic Health Science Centre, Zochonis Building, University of Manchester, Manchester, UK
- Greater Manchester Mental Health Foundation NHS Trust, Manchester, UK
| | | | - Sharla Cartner
- Centre for Mental Health, Swinburne University of Technology, Melbourne, VIC, Australia
| | - John Torous
- Department of Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Sandra Bucci
- Division of Psychology and Mental Health, School of Health Sciences, Manchester Academic Health Science Centre, Zochonis Building, University of Manchester, Manchester, UK
- Greater Manchester Mental Health Foundation NHS Trust, Manchester, UK
| | - Neil Thomas
- Centre for Mental Health, Swinburne University of Technology, Melbourne, VIC, Australia
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23
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Overton M, Swain N, Falling C, Gwynne-Jones D, Fillingim R, Mani R. Activity-related pain and sensitization predict within- and between-person pain experience in people with knee osteoarthritis: An ecological momentary assessment study. OSTEOARTHRITIS AND CARTILAGE OPEN 2024; 6:100439. [PMID: 38384978 PMCID: PMC10879802 DOI: 10.1016/j.ocarto.2024.100439] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2024] [Accepted: 02/05/2024] [Indexed: 02/23/2024] Open
Abstract
Background and objectives Knee Osteoarthritis (OA) is a prevalent musculoskeletal condition that often results in pain and disability. Determining factors predicting variability in pain experience is critical to improving clinical outcomes. Underlying pain sensitization and its clinical manifestations, such as activity-related pain, may better predict the knee OA pain experience. This study aimed to determine whether Quantitative Sensory Testing (QST) derived sensitization measures and activity-related pain predict knee OA pain experiences collected via smartphone ecological momentary assessment (EMA). Design Individuals with knee OA were recruited from an urban community in New Zealand. Those eligible to participate underwent baseline QST with clinical measures of activity-related pain also being collected. The knee OA pain experience was collected via smartphone EMA three times daily for two weeks. Mixed effects location scale models were developed using a multilevel modelling approach. Results Eighty-six participants with knee OA participated in the study. Mean age was 67.3 years, with most of the participants being female (64%) and New Zealand European (90.6%). Activity-related pain predicted worse and more variable pain intensity, pain interference, and bothersomeness outcomes within and between individuals with knee OA. Widespread cold hyperalgesia and local mechanical hyperalgesia were shown to predict higher within-person variability in pain intensity and pain interference respectively, while mechanical temporal summation predicted less within-person variability in pain intensity and interference. Discussion Those demonstrating activity-related pain and sensitization could be at risk of experiencing worse and more variable knee OA pain in the subsequent weeks. Testing for sensitization in clinical practice could therefore identify those at greatest risk of higher and more variable knee OA pain experiences and in greatest need of treatment. Larger validation studies are required, which include individuals with more severe knee OA.
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Affiliation(s)
- Mark Overton
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, New Zealand
| | - Nicola Swain
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, New Zealand
| | - Carrie Falling
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, New Zealand
| | - David Gwynne-Jones
- Department of Surgical Sciences, Otago School of Medicine, University of Otago, New Zealand
| | - Roger Fillingim
- Pain Research and Intervention Center of Excellence (PRICE), Department of Community Dentistry and Behavioural Science, University of Florida, USA
| | - Ramakrishnan Mani
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, New Zealand
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24
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Han A, Malone LA, Lee HY, Gong J, Henry R, Zhu X, Yuen HK. The use of ecological momentary assessment for family caregivers of adults with chronic conditions: A systematic review. Health Psychol Res 2024; 12:93907. [PMID: 38435338 PMCID: PMC10908591 DOI: 10.52965/001c.93907] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2023] [Accepted: 02/05/2024] [Indexed: 03/05/2024] Open
Abstract
Background Ecological momentary assessment (EMA) as a real-time data collection method can provide insight into the daily experiences of family caregivers. Purpose This systematic review aimed to synthesize studies involving EMA completed by family caregivers of adults with chronic conditions. Methods A systematic search was conducted within six databases for articles published from the inception of the database through September 2023. We extracted the characteristics of the included studies and data on EMA-specific methods to determine the quality of the included studies. Results A total of 12 studies involving EMA completed by family caregivers of adults with chronic conditions were identified, with almost all studies focused on caregivers of persons with Alzheimer's or dementia-related conditions. The average compliance rate across the included studies was 75%, below the recommended rate. In addition, most of the included studies did not collect the family caregivers' daily activities and care contexts in their responses (i.e., affect, stress, well-being, care demand, and fatigue) to the EMA prompts. Discussion This review showed that using EMA to collect information on family caregivers of adults with chronic health conditions appeared feasible and acceptable. However, the methodology or design of using EMA to collect caregiver information in this population is still preliminary. The limited number of existing studies that have used EMA to capture the daily experiences of family caregivers does not provide key information that could improve understanding of caregivers' emotional experiences and well-being in real-life situations. We identified gaps in the literature that warrant additional EMA studies for this population.
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Affiliation(s)
- Areum Han
- Department of Occupational Therapy, University of Alabama at Birmingham
| | - Laurie A Malone
- Department of Occupational Therapy, University of Alabama at Birmingham
| | | | - Jiaqi Gong
- Department of Computer Science University of Alabama
| | - Ryan Henry
- Department of Computer Science University of Alabama
| | - Xishi Zhu
- Department of Computer Science University of Alabama
| | - Hon K Yuen
- Department of Occupational Therapy, University of Alabama at Birmingham
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25
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Gleeson JF, McGuckian TB, Fernandez DK, Fraser MI, Pepe A, Taskis R, Alvarez-Jimenez M, Farhall JF, Gumley A. Systematic review of early warning signs of relapse and behavioural antecedents of symptom worsening in people living with schizophrenia spectrum disorders. Clin Psychol Rev 2024; 107:102357. [PMID: 38065010 DOI: 10.1016/j.cpr.2023.102357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 11/03/2023] [Accepted: 11/14/2023] [Indexed: 01/17/2024]
Abstract
BACKGROUND Identification of the early warning signs (EWS) of relapse is key to relapse prevention in schizophrenia spectrum disorders, however, limitations to their precision have been reported. Substantial methodological innovations have recently been applied to the prediction of psychotic relapse and to individual psychotic symptoms. However, there has been no systematic review that has integrated findings across these two related outcomes and no systematic review of EWS of relapse for a decade. METHOD We conducted a systematic review of EWS of psychotic relapse and the behavioural antecedents of worsening psychotic symptoms. Traditional EWS and ecological momentary assessment/intervention studies were included. We completed meta-analyses of the pooled sensitivity and specificity of EWS in predicting relapse, and for the prediction of relapse from individual symptoms. RESULTS Seventy two studies were identified including 6903 participants. Sleep, mood, and suspiciousness, emerged as predictors of worsening symptoms. Pooled sensitivity and specificity of EWS in predicting psychotic relapse was 71% and 64% (AUC value = 0.72). There was a large pooled-effect size for the model predicting relapse from individual symptom which did not reach statistical significance (d = 0.81, 95%CIs = -0.01, 1.63). CONCLUSIONS Important methodological advancements in the prediction of psychotic relapse in schizophrenia spectrum disorders are evident with improvements in the precision of prediction. Further efforts are required to translate these advances into effective clinical innovations.
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Affiliation(s)
- J F Gleeson
- Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, Australian Catholic University, Fitzroy, VIC, Australia.
| | - T B McGuckian
- Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, Australian Catholic University, Fitzroy, VIC, Australia
| | - D K Fernandez
- Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, Australian Catholic University, Fitzroy, VIC, Australia
| | - M I Fraser
- Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, Australian Catholic University, Fitzroy, VIC, Australia
| | - A Pepe
- Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, Australian Catholic University, Fitzroy, VIC, Australia
| | - R Taskis
- Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, Australian Catholic University, Fitzroy, VIC, Australia
| | - M Alvarez-Jimenez
- Orygen, Parkville, VIC, Australia; Centre for Youth Mental Health, The University of Melbourne, Parkville, VIC, Australia
| | - J F Farhall
- Department of Psychology and Counselling, La Trobe University, Melbourne, VIC, Australia
| | - A Gumley
- Glasgow Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
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26
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De la Barrera U, Arrigoni F, Monserrat C, Montoya-Castilla I, Gil-Gómez JA. Using ecological momentary assessment and machine learning techniques to predict depressive symptoms in emerging adults. Psychiatry Res 2024; 332:115710. [PMID: 38194800 DOI: 10.1016/j.psychres.2023.115710] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Revised: 12/28/2023] [Accepted: 12/30/2023] [Indexed: 01/11/2024]
Abstract
The objective of this study was to predict the level of depressive symptoms in emerging adults by analyzing sociodemographic variables, affect, and emotion regulation strategies. Participants were 33 emerging adults (M = 24.43; SD = 2.80; 56.3 % women). They were asked to assess their current emotional state (positive or negative affect), recent events that may relate to that state, and emotion regulation strategies through ecological momentary assessment. Participants were prompted randomly by an app 6 times per day between 10 am and 10 pm for a seven-day period. They answered 1233 of the 2058 surveys (beeps), collectively. The analysis of observations, using Machine Learning (ML) techniques, showed that the Random Forest algorithm yields significantly better predictions than other models. The algorithm used 13 out of the 36 variables adopted in the study. Furthermore, the study revealed that age, emotion of worried and a specific emotion regulation strategy related to social exchange were the most accurate predictors of severe depressive symptoms. By carefully selecting predictors and utilizing appropriate sorting techniques, these findings may provide valuable supplementary information to traditional diagnostic methods and psychological assessments.
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Affiliation(s)
- Usue De la Barrera
- Departamento de Psicología Evolutiva y de la Educación, Facultad de Psicología y Logopedia, Universitat de València, Spain
| | - Flavia Arrigoni
- Departamento de Psicología, Facultad de Ciencias de la Educación, Universidad de Cádiz, Spain
| | - Carlos Monserrat
- Valencian Research Institute for Artificial Intelligence, Universitat Politècnica de València, Spain
| | - Inmaculada Montoya-Castilla
- Departamento de Personalidad, Evaluación y Tratamientos Psicológicos, Facultad de Psicología y Logopedia, Universitat de València, Spain
| | - José-Antonio Gil-Gómez
- Instituto Universitario de Automática e Informática Industrial, Universitat Politècnica de València, Camino de Vera s/n, 46022, Valencia, Spain.
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Azizoddin DR, DeForge SM, Baltazar A, Edwards RR, Allsop M, Tulsky JA, Businelle MS, Schreiber KL, Enzinger AC. Development and pre-pilot testing of STAMP + CBT: an mHealth app combining pain cognitive behavioral therapy and opioid support for patients with advanced cancer and pain. Support Care Cancer 2024; 32:123. [PMID: 38252172 PMCID: PMC11088794 DOI: 10.1007/s00520-024-08307-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Accepted: 01/05/2024] [Indexed: 01/23/2024]
Abstract
PURPOSE We developed and piloted a mobile health app to deliver cognitive behavioral therapy for pain (pain-CBT), remote symptom monitoring, and pharmacologic support for patients with pain from advanced cancer. METHODS Using an iterative process of patient review and feedback, we developed the STAMP + CBT app. The app delivers brief daily lessons from pain-CBT and pain psychoeducation, adapted for advanced cancer. Daily surveys assess physical symptoms, psychological symptoms, opioid utilization and relief. Just-in-time adaptive interventions generate tailored psychoeducation in response. We then conducted a single-arm pilot feasibility study at two cancer centers. Patients with advanced cancer and chronic pain used the app for 2 or 4 weeks, rated its acceptability and provided feedback in semi-structured interviews. Feasibility and acceptability were defined as ≥ 70% of participants completing ≥ 50% of daily surveys, and ≥ 80% of acceptability items rated ≥ 4/5. RESULTS Fifteen participants (female = 9; mean age = 50.3) tested the app. We exceeded our feasibility and accessibility benchmarks: 73% of patients completed ≥ 50% of daily surveys; 87% of acceptability items were rated ≥ 4/5. Participants valued the app's brevity, clarity, and salience, and found education on stress and pain to be most helpful. The app helped participants learn pain management strategies and decrease maladaptive thoughts. However, participants disliked the notification structure (single prompt with one snooze), which led to missed content. CONCLUSION The STAMP + CBT app was an acceptable and feasible method to deliver psychological/behavioral treatment with pharmacologic support for cancer pain. The app is being refined and will be tested in a larger randomized pilot study. TRN: NCT05403801 (05/06/2022).
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Affiliation(s)
- Desiree R Azizoddin
- Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.
- Department of Psychosocial Oncology and Palliative Care, Dana-Farber Cancer Institute, Boston, MA, USA.
| | - Sara M DeForge
- Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Ashton Baltazar
- Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Robert R Edwards
- Department of Anesthesiology, Perioperative, and Pain Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Matthew Allsop
- Academic Unit of Palliative Care, Leeds Institute of Health Sciences, University of Leeds, Leeds, UK
| | - James A Tulsky
- Department of Psychosocial Oncology and Palliative Care, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Michael S Businelle
- Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Kristin L Schreiber
- Department of Anesthesiology, Perioperative, and Pain Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Andrea C Enzinger
- Division of Population Sciences, Dana-Farber Cancer Institute, Boston, MA, USA
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Willingham TB, Stowell J, Collier G, Backus D. Leveraging Emerging Technologies to Expand Accessibility and Improve Precision in Rehabilitation and Exercise for People with Disabilities. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2024; 21:79. [PMID: 38248542 PMCID: PMC10815484 DOI: 10.3390/ijerph21010079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Revised: 12/20/2023] [Accepted: 12/28/2023] [Indexed: 01/23/2024]
Abstract
Physical rehabilitation and exercise training have emerged as promising solutions for improving health, restoring function, and preserving quality of life in populations that face disparate health challenges related to disability. Despite the immense potential for rehabilitation and exercise to help people with disabilities live longer, healthier, and more independent lives, people with disabilities can experience physical, psychosocial, environmental, and economic barriers that limit their ability to participate in rehabilitation, exercise, and other physical activities. Together, these barriers contribute to health inequities in people with disabilities, by disproportionately limiting their ability to participate in health-promoting physical activities, relative to people without disabilities. Therefore, there is great need for research and innovation focusing on the development of strategies to expand accessibility and promote participation in rehabilitation and exercise programs for people with disabilities. Here, we discuss how cutting-edge technologies related to telecommunications, wearables, virtual and augmented reality, artificial intelligence, and cloud computing are providing new opportunities to improve accessibility in rehabilitation and exercise for people with disabilities. In addition, we highlight new frontiers in digital health technology and emerging lines of scientific research that will shape the future of precision care strategies for people with disabilities.
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Affiliation(s)
- T. Bradley Willingham
- Shepherd Center, Virginia C. Crawford Research Institute, Atlanta, GA 30309, USA (D.B.)
- Department of Physical Therapy, Georgia State University, Atlanta, GA 30302, USA
| | - Julie Stowell
- Shepherd Center, Virginia C. Crawford Research Institute, Atlanta, GA 30309, USA (D.B.)
- Department of Physical Therapy, Georgia State University, Atlanta, GA 30302, USA
| | - George Collier
- Shepherd Center, Virginia C. Crawford Research Institute, Atlanta, GA 30309, USA (D.B.)
| | - Deborah Backus
- Shepherd Center, Virginia C. Crawford Research Institute, Atlanta, GA 30309, USA (D.B.)
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29
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Goldstein SP, Mwenda KM, Hoover AW, Shenkle O, Jones RN, Thomas JG. The Fully Understanding Eating and Lifestyle Behaviors (FUEL) trial: Protocol for a cohort study harnessing digital health tools to phenotype dietary non-adherence behaviors during lifestyle intervention. Digit Health 2024; 10:20552076241271783. [PMID: 39175923 PMCID: PMC11339753 DOI: 10.1177/20552076241271783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Accepted: 06/25/2024] [Indexed: 08/24/2024] Open
Abstract
Objective Lifestyle intervention can produce clinically significant weight loss and reduced disease risk/severity for many individuals with overweight/obesity. Dietary lapses, instances of non-adherence to the recommended dietary goal(s) in lifestyle intervention, are associated with less weight loss and higher energy intake. There are distinct "types" of dietary lapse (e.g., eating an off-plan food, eating a larger portion), and behavioral, psychosocial, and contextual mechanisms may differ across dietary lapse types. Some lapse types also appear to impact weight more than others. Elucidating clear lapse types thus has potential for understanding and improving adherence to lifestyle intervention. Methods This 18-month observational cohort study will use real-time digital assessment tools within a multi-level factor analysis framework to uncover "lapse phenotypes" and understand their impact on clinical outcomes. Adults with overweight/obesity (n = 150) will participate in a 12-month online lifestyle intervention and 6-month weight loss maintenance period. Participants will complete 14-day lapse phenotyping assessment periods at baseline, 3, 6, 12, and 18 months in which smartphone surveys, wearable devices, and geolocation will assess dietary lapses and relevant phenotyping characteristics. Energy intake (via 24-h dietary recall) and weight will be collected at each assessment period. Results This trial is ongoing; data collection began on 31 October 2022 and is scheduled to complete by February 2027. Conclusion Results will inform novel precision tools to improve dietary adherence in lifestyle intervention, and support updated theoretical models of adherence behavior. Additionally, these phenotyping methods can likely be leveraged to better understand non-adherence to other health behavior interventions. Trial Registration This study was prospectively registered https://clinicaltrials.gov/study/NCT05562427.
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Affiliation(s)
- Stephanie P. Goldstein
- Department of Psychiatry and Human Behavior, Weight Control and Diabetes Research Center, The Miriam Hospital/Alpert Medical School of Brown University, Providence, Rhode Island, USA
| | - Kevin M. Mwenda
- Spatial Structures in the Social Sciences, Population Studies and Training Center, Brown University, Providence, Rhode Island, USA
| | - Adam W. Hoover
- Holcombe Department of Electrical and Computer Engineering, Clemson University, Clemson, South Carolina, USA
| | - Olivia Shenkle
- Weight Control and Diabetes Research Center, The Miriam Hospital, Providence, Rhode Island, USA
| | - Richard N. Jones
- Quantitative Science Program, Department of Psychiatry and Human Behavior, Department of Neurology, Warren Alpert Medical School, Brown University, Butler Hospital, Providence, Rhode Island, USA
| | - John Graham Thomas
- Department of Psychiatry and Human Behavior, Weight Control and Diabetes Research Center, The Miriam Hospital/Alpert Medical School of Brown University, Providence, Rhode Island, USA
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Paterson C, Armitage L, Turner M. Current Landscape of Ecological Momentary Assessment (Real-Time Data) Methodology in Cancer Research: A Systematic Review. Semin Oncol Nurs 2023; 39:151514. [PMID: 37865555 DOI: 10.1016/j.soncn.2023.151514] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Revised: 09/18/2023] [Accepted: 09/20/2023] [Indexed: 10/23/2023]
Abstract
OBJECTIVE To critically synthesize and describe the use and methods of ecological momentary assessment (EMA) in cancer research. DATA SOURCES A systematic review was conducted and has been reported according to the Preferred Reporting Items for Systematic Reviews and Meta-analysis (PRISMA) Guideline. Electronic databases (APA PsycINFO, CINAHL, Cochrane Central Register of Controlled Trials, MEDLINE, Scopus, and Web of Science Core Collection) were searched using a variety of keywords and subject headings by an expert systematic review librarian. All publications were double screened by two reviewers using predetermined exclusion and inclusion criteria throughout the full review process. The review used Covidence Systematic Review Software. Methodological quality assessment and data extraction were performed. A narrative synthesis was conducted to examine the aim for EMA, the characteristics of the study samples, the EMA sampling procedures, EMA completion rates, outcome measures, and any implications of findings for survivorship care. CONCLUSION A total of 42 EMA studies in cancer were included. Most studies used an electronic mobile device to capture EMA data apart from several that used paper diaries. Existing studies were found to have significant heterogeneity in methods and widely varying approaches to design and self-report measurements. While EMA in cancer research holds significant promise to advance cancer care research into the future by increasing ecological validity and reducing retrospective bias and can capture the unique idiographic within-person change over time, in real-time, further research is needed to develop standardized EMA self-report questionnaires. IMPLICATIONS FOR NURSING PRACTICE This is the first comprehensive systematic review to describe the use and methods of EMA in cancer research. There is significant heterogeneity in methods and widely varying approaches to design and self-report measurements in EMA cancer research. People affected by cancer found taking part in EMA studies reported benefit from the experience. However, researchers must engage with cancer survivors in the development and co-design of future EMA questionnaires to ensure relevant and acceptability of EMA data collection protocols.
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Affiliation(s)
- C Paterson
- Caring Futures Institute, Flinders University, Australia; Central Adelaide Local Health Network, Adelaide; Robert Gordon University, Aberdeen, Scotland, UK; Faculty of Health, University of Canberra, Bruce, ACT, Australia.
| | - L Armitage
- Faculty of Health, University of Canberra, Bruce, ACT, Australia
| | - M Turner
- Faculty of Health, University of Canberra, Bruce, ACT, Australia
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Jia SS, Allman-Farinelli M, Roy R, Phongsavan P, Hyun K, Gibson AA, Partridge SR. Using Mobile Ecological Momentary Assessment to Understand Consumption and Context Around Online Food Delivery Use: Pilot Feasibility and Acceptability Study. JMIR Mhealth Uhealth 2023; 11:e49135. [PMID: 38019563 PMCID: PMC10719819 DOI: 10.2196/49135] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Revised: 10/18/2023] [Accepted: 11/05/2023] [Indexed: 11/30/2023] Open
Abstract
BACKGROUND Mobile ecological momentary assessment (EMA) is a powerful tool for collecting real-time and contextual data from individuals. As our reliance on online technologies to increase convenience accelerates, the way we access food is changing. Online food delivery (OFD) services may further encourage unhealthy food consumption habits, given the high availability of energy-dense, nutrient-poor foods. We used EMA to understand the real-time effects of OFD on individuals' food choices and consumption behaviors. OBJECTIVE The primary aims of this pilot study were to assess the feasibility and acceptability of using EMA in young users of OFD and compare 2 different EMA sampling methods. The secondary aims were to gather data on OFD events and their context and examine any correlations between demographics, lifestyle chronic disease risk factors, and OFD use. METHODS This study used EMA methods via a mobile app (mEMASense, ilumivu Inc). Existing users of OFD services aged 16 to 35 years in Australia who had access to a smartphone were recruited. Participants were randomly assigned to 1 of 2 groups: signal-contingent or event-contingent. The signal-contingent group was monitored over 3 days between 7 AM and 10 PM. They received 5 prompts each day to complete EMA surveys via the smartphone app. In contrast, the event-contingent group was monitored over 7 days and was asked to self-report any instance of OFD. RESULTS A total of 102 participants were analyzed, with 53 participants in the signal-contingent group and 49 participants in the event-contingent group. Compliance rates, indicating the feasibility of signal-contingent and event-contingent protocols, were similar at 72.5% (574/792) and 73.2% (251/343), respectively. Feedback from the participants suggested that the EMA app was not easy to use, which affected their acceptability of the study. Participants in the event-contingent group were 3.53 (95% CI 1.52-8.17) times more likely to have had an OFD event captured during the study. Pizza (23/124, 18.5%) and fried chicken (18/124, 14.5%) comprised a bulk of the 124 OFD orders captured. Most orders were placed at home (98/124, 79%) for 1 person (68/124, 54.8%). Age (incidence rate ratio 0.95, 95% CI 0.91-0.99; P=.03) and dependents (incidence rate ratio 2.01, 95% CI 1.16-3.49; P=.01) were significantly associated with the number of OFD events in a week after adjusting for gender, socioeconomic status, diet quality score, and perceived stress levels. CONCLUSIONS This pilot study showed that EMA using an event-contingent sampling approach may be a better method to capture OFD events and context than signal-contingent sampling. The compliance rates showed that both sampling methods were feasible and acceptable. Although the findings from this study have gathered some insight on the consumption and context of OFD in young people, further studies are required to develop targeted interventions.
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Affiliation(s)
- Si Si Jia
- School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
| | - Margaret Allman-Farinelli
- Nutrition and Dietetics, Sydney School of Nursing, The University of Sydney, Sydney, Australia
- Charles Perkins Centre, The University of Sydney, Sydney, Australia
| | - Rajshri Roy
- Discipline of Nutrition and Dietetics, Faculty of Medical and Health Sciences, The University of Auckland, Auckland, New Zealand
| | - Philayrath Phongsavan
- Charles Perkins Centre, The University of Sydney, Sydney, Australia
- Prevention Research Collaboration, Sydney School of Public Health, The University of Sydney, Sydney, Australia
| | - Karice Hyun
- School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
- Concord Hospital, ANZAC Research Institute, The University of Sydney, Sydney, Australia
| | - Alice Anne Gibson
- Charles Perkins Centre, The University of Sydney, Sydney, Australia
- Menzies Centre for Health Policy and Economics, The University of Sydney, Sydney, Australia
| | - Stephanie Ruth Partridge
- School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
- Charles Perkins Centre, The University of Sydney, Sydney, Australia
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Nurmi J, Knittle K, Naughton F, Sutton S, Ginchev T, Khattak F, Castellano-Tejedor C, Lusilla-Palacios P, Ravaja N, Haukkala A. Biofeedback and Digitalized Motivational Interviewing to Increase Daily Physical Activity: Series of Factorial N-of-1 Randomized Controlled Trials Piloting the Precious App. JMIR Form Res 2023; 7:e34232. [PMID: 37995122 DOI: 10.2196/34232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Revised: 10/06/2022] [Accepted: 05/03/2023] [Indexed: 11/24/2023] Open
Abstract
BACKGROUND Insufficient physical activity is a public health concern. New technologies may improve physical activity levels and enable the identification of its predictors with high accuracy. The Precious smartphone app was developed to investigate the effect of specific modular intervention elements on physical activity and examine theory-based predictors within individuals. OBJECTIVE This study pilot-tested a fully automated factorial N-of-1 randomized controlled trial (RCT) with the Precious app and examined whether digitalized motivational interviewing (dMI) and heart rate variability-based biofeedback features increased objectively recorded steps. The secondary aim was to assess whether daily self-efficacy and motivation predicted within-person variability in daily steps. METHODS In total, 15 adults recruited from newspaper advertisements participated in a 40-day factorial N-of-1 RCT. They installed 2 study apps on their phones: one to receive intervention elements and one to collect ecological momentary assessment (EMA) data on self-efficacy, motivation, perceived barriers, pain, and illness. Steps were tracked using Xiaomi Mi Band activity bracelets. The factorial design included seven 2-day biofeedback interventions with a Firstbeat Bodyguard 2 (Firstbeat Technologies Ltd) heart rate variability sensor, seven 2-day dMI interventions, a wash-out day after each intervention, and 11 control days. EMA questions were sent twice per day. The effects of self-efficacy, motivation, and the interventions on subsequent steps were analyzed using within-person dynamic regression models and aggregated data using longitudinal multilevel modeling (level 1: daily observations; level 2: participants). The analyses were adjusted for covariates (ie, within- and between-person perceived barriers, pain or illness, time trends, and recurring events). RESULTS All participants completed the study, and adherence to activity bracelets and EMA measurements was high. The implementation of the factorial design was successful, with the dMI features used, on average, 5.1 (SD 1.0) times of the 7 available interventions. Biofeedback interventions were used, on average, 5.7 (SD 1.4) times out of 7, although 3 participants used this feature a day later than suggested and 1 did not use it at all. Neither within- nor between-person analyses revealed significant intervention effects on step counts. Self-efficacy predicted steps in 27% (4/15) of the participants. Motivation predicted steps in 20% (3/15) of the participants. Aggregated data showed significant group-level effects of day-level self-efficacy (B=0.462; P<.001), motivation (B=0.390; P<.001), and pain or illness (B=-1524; P<.001) on daily steps. CONCLUSIONS The automated factorial N-of-1 trial with the Precious app was mostly feasible and acceptable, especially the automated delivery of the dMI components, whereas self-conducted biofeedback measurements were more difficult to time correctly. The findings suggest that changes in self-efficacy and motivation may have same-day effects on physical activity, but the effects vary across individuals. This study provides recommendations based on the lessons learned on the implementation of factorial N-of-1 RCTs.
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Affiliation(s)
- Johanna Nurmi
- Social Psychology, Faculty of Social Sciences, University of Helsinki, Helsinki, Finland
- Behavioural Science Group, Primary Care Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Keegan Knittle
- Social Psychology, Faculty of Social Sciences, University of Helsinki, Helsinki, Finland
- Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland
| | - Felix Naughton
- Behavioural and Implementation Science Group, School of Health Sciences, University of East Anglia, Norwich, United Kingdom
| | - Stephen Sutton
- Behavioural Science Group, Primary Care Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Todor Ginchev
- Department of Communications and Networking, Aalto University, Espoo, Finland
| | - Fida Khattak
- Department of Communications and Networking, Aalto University, Espoo, Finland
| | - Carmina Castellano-Tejedor
- Grupo de Investigación en Estrés y Salud, Basic Psychology Department, Autonomous University of Barcelona, Barcelona, Spain
- Research Group on Aging, Frailty and Care Transitions in Barcelona, Parc Sanitari Pere Virgili & Vall d'Hebron Research Institute, Barcelona, Spain
- Psiquiatría, Salud Mental y Adicciones, Vall d'Hebron Institut de Recerca, Barcelona, Spain
| | - Pilar Lusilla-Palacios
- Psiquiatría, Salud Mental y Adicciones, Vall d'Hebron Institut de Recerca, Barcelona, Spain
- Servicio de Psiquiatría, Hospital Universitari Vall d'Hebron, Barcelona, Spain
- Departament de Psiquiatria i Medicina Legal, Universitat Autònoma de Barcelona, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Salud Mental, Instituto de Salud Carlos III, Barcelona, Spain
| | - Niklas Ravaja
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Ari Haukkala
- Social Psychology, Faculty of Social Sciences, University of Helsinki, Helsinki, Finland
- Helsinki Collegium for Advanced Studies, University of Helsinki, Helsinki, Finland
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Maes I, Mertens L, Poppe L, Vetrovsky T, Crombez G, De Backere F, Brondeel R, Van Dyck D. Within-Person Associations of Accelerometer-Assessed Physical Activity With Time-Varying Determinants in Older Adults: Time-Based Ecological Momentary Assessment Study. JMIR Aging 2023; 6:e44425. [PMID: 37995131 DOI: 10.2196/44425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Revised: 03/02/2023] [Accepted: 10/10/2023] [Indexed: 11/24/2023] Open
Abstract
BACKGROUND Despite the availability of physical activity (PA) interventions, many older adults are still not active enough. This might be partially explained by the often-limited effects of PA interventions. In general, health behavior change interventions often do not focus on contextual and time-varying determinants, which may limit their effectiveness. However, before the dynamic tailoring of interventions can be developed, one should know which time-dependent determinants are associated with PA and how strong these associations are. OBJECTIVE The aim of this study was to examine within-person associations between multiple determinants of the capability, opportunity, motivation, and behavior framework assessed using Ecological Momentary Assessment (EMA) and accelerometer-assessed light PA, moderate to vigorous PA, and total PA performed at 15, 30, 60, and 120 minutes after the EMA trigger. METHODS Observational data were collected from 64 healthy older adults (36/64, 56% men; mean age 72.1, SD 5.6 y). Participants were asked to answer a time-based EMA questionnaire 6 times per day that assessed emotions (ie, relaxation, satisfaction, irritation, and feeling down), the physical complaint fatigue, intention, intention, and self-efficacy. An Axivity AX3 was wrist worn to capture the participants' PA. Multilevel regression analyses in R were performed to examine these within-person associations. RESULTS Irritation, feeling down, intention, and self-efficacy were positively associated with subsequent light PA or moderate to vigorous PA at 15, 30, 60, or 120 minutes after the trigger, whereas relaxation, satisfaction, and fatigue were negatively associated. CONCLUSIONS Multiple associations were observed in this study. This knowledge in combination with the time dependency of the determinants is valuable information for future interventions so that suggestions to be active can be provided when the older adult is most receptive.
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Affiliation(s)
- Iris Maes
- Department of Movement and Sports Sciences, Ghent University, Ghent, Belgium
| | - Lieze Mertens
- Department of Movement and Sports Sciences, Ghent University, Ghent, Belgium
- Department of Public Health and Primary Care, Ghent University, Ghent, Belgium
| | - Louise Poppe
- Department of Public Health and Primary Care, Ghent University, Ghent, Belgium
- Fund for Scientific Research Flanders, Brussels, Belgium
| | - Tomas Vetrovsky
- Faculty of Physical Education and Sport, Charles University, Prague, Czech Republic
| | - Geert Crombez
- Department of Experimental-Clinical and Health Psychology, Ghent University, Ghent, Belgium
| | - Femke De Backere
- Department of Information Technology, Ghent University, Ghent, Belgium
| | - Ruben Brondeel
- Department of Epidemiology of Infectious Diseases, Belgian Institute for Health (Sciensano), Brussels, Belgium
| | - Delfien Van Dyck
- Department of Movement and Sports Sciences, Ghent University, Ghent, Belgium
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Krumm C, Heinrich NW, von Haaren-Mack B. Affective reactions to real-life stressors and the role of physical activity in sports students - An Ambulatory Assessment study. PSYCHOLOGY OF SPORT AND EXERCISE 2023; 69:102503. [PMID: 37665938 DOI: 10.1016/j.psychsport.2023.102503] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Revised: 07/09/2023] [Accepted: 08/07/2023] [Indexed: 09/06/2023]
Abstract
Students are exposed to a variety of stressors that can negatively affect their health and performance. Using an Ambulatory Assessment approach, this study investigated whether and how positive affect (PA) and negative affect (NA) changed in response to real-life stressors in sports students. In addition, the study investigated how physical activity (PhyA) moderated affective reactions to stressors. 62 participants of a German university (m = 23, f = 38, d = 1; age: M = 21.55 years, SD = 2.47) reported their daily stressors, affective states and PhyA (context, intensity and duration) six times per day via smartphone over five days (30 prompts per participants). To test the hypotheses multilevel models were calculated. Stressor context predicted affective reactions. PA was lower and NA was higher when general (financial problems) or academic (exam periods) stressors were reported. General PhyA had a positive effect on sports students affect (higher PA, lower NA). However, when PhyA was performed in exercise classes within their study program and a stressor was reported, PA decreased. The results showed that certain stressors interact negatively with affective states. Furthermore, the results suggested that PhyA, depending on the context where it occurred, may also induce negative affective changes in this target group of sport students. More studies need to examine how PhyA moderates affective reactions to stressors and examine the influences of context specific PhyA (e.g., type of PhyA) in more detail.
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Affiliation(s)
- Carolin Krumm
- Institute of Psychology, Department of Health & Social Psychology, German Sport University Cologne, Germany.
| | - Nils Wendel Heinrich
- Department of Psychology and Ergonomics, Technical University, Berlin, Germany; Institute of Psychology, Department of Performance Psychology, German Sport University Cologne, Germany
| | - Birte von Haaren-Mack
- Institute of Sports and Sports Science, Karlsruhe Institute of Technology (KIT), Germany
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Edney S, Goh CM, Chua XH, Low A, Chia J, S Koek D, Cheong K, van Dam R, Tan CS, Müller-Riemenschneider F. Evaluating the Effects of Rewards and Schedule Length on Response Rates to Ecological Momentary Assessment Surveys: Randomized Controlled Trials. J Med Internet Res 2023; 25:e45764. [PMID: 37856188 PMCID: PMC10623229 DOI: 10.2196/45764] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 05/31/2023] [Accepted: 07/28/2023] [Indexed: 10/20/2023] Open
Abstract
BACKGROUND Ecological momentary assessments (EMAs) are short, repeated surveys designed to collect information on experiences in real-time, real-life contexts. Embedding periodic bursts of EMAs within cohort studies enables the study of experiences on multiple timescales and could greatly enhance the accuracy of self-reported information. However, the burden on participants may be high and should be minimized to optimize EMA response rates. OBJECTIVE We aimed to evaluate the effects of study design features on EMA response rates. METHODS Embedded within an ongoing cohort study (Health@NUS), 3 bursts of EMAs were implemented over a 7-month period (April to October 2021). The response rate (percentage of completed EMA surveys from all sent EMA surveys; 30-42 individual EMA surveys sent/burst) for each burst was examined. Following a low response rate in burst 1, changes were made to the subsequent implementation strategy (SMS text message announcements instead of emails). In addition, 2 consecutive randomized controlled trials were conducted to evaluate the efficacy of 4 different reward structures (with fixed and bonus components) and 2 different schedule lengths (7 or 14 d) on changes to the EMA response rate. Analyses were conducted from 2021 to 2022 using ANOVA and analysis of covariance to examine group differences and mixed models to assess changes across all 3 bursts. RESULTS Participants (N=384) were university students (n=232, 60.4% female; mean age 23, SD 1.3 y) in Singapore. Changing the reward structure did not significantly change the response rate (F3,380=1.75; P=.16). Changing the schedule length did significantly change the response rate (F1,382=6.23; P=.01); the response rate was higher for the longer schedule (14 d; mean 48.34%, SD 33.17%) than the shorter schedule (7 d; mean 38.52%, SD 33.44%). The average response rate was higher in burst 2 and burst 3 (mean 50.56, SD 33.61 and mean 48.34, SD 33.17, respectively) than in burst 1 (mean 25.78, SD 30.12), and the difference was statistically significant (F2,766=93.83; P<.001). CONCLUSIONS Small changes to the implementation strategy (SMS text messages instead of emails) may have contributed to increasing the response rate over time. Changing the available rewards did not lead to a significant difference in the response rate, whereas changing the schedule length did lead to a significant difference in the response rate. Our study provides novel insights on how to implement EMA surveys in ongoing cohort studies. This knowledge is essential for conducting high-quality studies using EMA surveys. TRIAL REGISTRATION ClinicalTrials.gov NCT05154227; https://clinicaltrials.gov/ct2/show/NCT05154227.
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Affiliation(s)
- Sarah Edney
- Physical Activity and Nutrition Determinants in Asia Programme, Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Claire Marie Goh
- Physical Activity and Nutrition Determinants in Asia Programme, Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Xin Hui Chua
- Physical Activity and Nutrition Determinants in Asia Programme, Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Alicia Low
- Singapore Health Promotion Board, Singapore Government, Singapore, Singapore
| | - Janelle Chia
- Singapore Health Promotion Board, Singapore Government, Singapore, Singapore
| | - Daphne S Koek
- Singapore Health Promotion Board, Singapore Government, Singapore, Singapore
| | - Karen Cheong
- Singapore Health Promotion Board, Singapore Government, Singapore, Singapore
| | - Rob van Dam
- Physical Activity and Nutrition Determinants in Asia Programme, Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
- Department of Exercise and Nutrition Sciences and Epidemiology, Milken Institute of Public Health, The George Washington University, Washington DC, VA, United States
| | - Chuen Seng Tan
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Falk Müller-Riemenschneider
- Physical Activity and Nutrition Determinants in Asia Programme, Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Digital Health Center, Berlin Institute of Health, Charité-Universitätsmedizin Berlin, Berlin, Germany
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El-Toukhy S, Pike JR, Zuckerman G, Hegeman P. Decision Trade-Offs in Ecological Momentary Assessments and Digital Wearables Uptake: Protocol for a Discrete Choice Experiment. JMIR Res Protoc 2023; 12:e47567. [PMID: 37747771 PMCID: PMC10562974 DOI: 10.2196/47567] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Revised: 08/05/2023] [Accepted: 08/07/2023] [Indexed: 09/26/2023] Open
Abstract
BACKGROUND Ecological momentary assessments (EMAs) and digital wearables (DW) are commonly used remote monitoring technologies that capture real-time data in people's natural environments. Real-time data are core to personalized medical care and intensively adaptive health interventions. The utility of such personalized care is contingent on user uptake and continued use of EMA and DW. Consequently, it is critical to understand user preferences that may increase the uptake of EMA and DW. OBJECTIVE The study aims to quantify users' preferences of EMA and DW, examine variations in users' preferences across demographic and behavioral subgroups, and assess the association between users' preferences and intentions to use EMA and DW. METHODS We will administer 2 discrete choice experiments (DCEs) paired with self-report surveys on the internet to a total of 3260 US adults through Qualtrics. The first DCE will assess participants' EMA preferences using a choice-based conjoint design that will ask participants to compare the relative importance of prompt frequency, number of questions per prompt, prompt type, health topic, and assessment duration. The second DCE will measure participants' DW preferences using a maximum difference scaling design that will quantify the relative importance of device characteristics, effort expectancy, social influence, and facilitating technical, health care, and market factors. Hierarchical Bayesian multinomial logistic regression models will be used to generate subject-specific preference utilities. Preference utilities will be compared across demographic (ie, sex, age, race, and ethnicity) and behavioral (ie, substance use, physical activity, dietary behavior, and sleep duration) subgroups. Regression models will determine whether specific utilities are associated with attitudes toward or intentions to use EMA and DW. Mixture models will determine the associations of attitudes toward and intentions to use EMA and DW with latent profiles of user preferences. RESULTS The institutional review board approved the study on December 19, 2022. Data collection started on January 20, 2023, and concluded on May 4, 2023. Data analysis is currently underway. CONCLUSIONS The study will provide evidence on users' preferences of EMA and DW features that can improve initial uptake and potentially continued use of these remote monitoring tools. The sample size and composition allow for subgroup analysis by demographics and health behaviors and will provide evidence on associations between users' preferences and intentions to uptake EMA and DW. Limitations include the cross-sectional nature of the study, which limits our ability to measure direct behavior. Rather, we capture behavioral intentions for EMA and DW uptake. The nonprobability sample limits the generalizability of the results and introduces self-selection bias related to the demographic and behavioral characteristics of participants who belong to web-based survey panels. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/47567.
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Affiliation(s)
- Sherine El-Toukhy
- Division of Intramural Research, National Institute on Minority Health and Health Disparities, National Institutes of Health, Rockville, MD, United States
| | - James Russell Pike
- Department of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, United States
| | - Gabrielle Zuckerman
- Division of Intramural Research, National Institute on Minority Health and Health Disparities, National Institutes of Health, Rockville, MD, United States
| | - Phillip Hegeman
- Division of Intramural Research, National Institute on Minority Health and Health Disparities, National Institutes of Health, Rockville, MD, United States
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Gerstberger L, Blanke ES, Keller J, Brose A. Stress buffering after physical activity engagement: An experience sampling study. Br J Health Psychol 2023; 28:876-892. [PMID: 37037566 DOI: 10.1111/bjhp.12659] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 02/28/2023] [Accepted: 03/08/2023] [Indexed: 04/12/2023]
Abstract
OBJECTIVES While encountering daily hassles is a normative experience, it poses a threat to individuals' daily affective well-being. However, physical activity engagement may help to reduce the current stress-related impact on affective well-being (i.e. stress buffering), which we investigate in this study. Furthermore, we examined the possible moderating role of people's global stress context (i.e. exposure to major life events and chronic stress) on this within-person stress-buffering effect. DESIGN We approached these ideas using six-times-a-day experience sampling assessments over a period of 22 days. METHODS Drawing on a broad national sample of 156 middle-aged adults from the EE-SOEP-IS study, we aimed to elucidate the naturally occurring within-person dynamics of current stress, physical activity engagement, and momentary affect within individuals' everyday lives. Major life events and chronic stress were measured as between-person variables. RESULTS Multilevel analyses revealed significant within-person associations of current stress and physical activity engagement with momentary affect. Stress-related negative affect was lower when individuals engaged in physical activity, in accordance with the idea of a within-person stress-buffering effect of physical activity engagement. For individuals exposed to more severe major life events, the stress-buffering effect of physical activity engagement for negative affect was lower. Chronic stress did not moderate the within-person stress-buffering effect. CONCLUSIONS Overall, results add to the existing literature that links physical activity to increased stress resilience and emphasizes the need for taking the global between-person stress context into account.
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Affiliation(s)
- Leo Gerstberger
- Department of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany
- Department of General Internal Medicine and Psychosomatics, University Hospital Heidelberg, Heidelberg, Germany
| | - Elisabeth S Blanke
- Department of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany
- Department of Psychology, Universität Leipzig, Leipzig, Germany
| | - Jan Keller
- Department of Education and Psychology, Freie Universität Berlin, Berlin, Germany
| | - Annette Brose
- Department of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany
- Department of Education and Psychology, Freie Universität Berlin, Berlin, Germany
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Randle M, Ahern AL, Boyland E, Christiansen P, Halford JCG, Stevenson‐Smith J, Roberts C. A systematic review of ecological momentary assessment studies of appetite and affect in the experience of temptations and lapses during weight loss dieting. Obes Rev 2023; 24:e13596. [PMID: 37393517 PMCID: PMC10909537 DOI: 10.1111/obr.13596] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 04/20/2023] [Accepted: 05/21/2023] [Indexed: 07/03/2023]
Abstract
Dietary temptations and lapses challenge control over eating and act as barriers toward successful weight loss. These are difficult to assess in laboratory settings or with retrospective measures as they occur momentarily and driven by the current environment. A better understanding of how these experiences unfold within real-world dieting attempts could help inform strategies to increase the capacity to cope with the changes in appetitive and affective factors that surround these experiences. We performed a narrative synthesis on the empirical evidence of appetitive and affective outcomes measured using ecological momentary assessment (EMA) during dieting in individuals with obesity and their association with dietary temptations and lapses. A search of three databases (Scopus, Medline, and PsycInfo) identified 10 studies. Within-person changes in appetite and affect accompany temptations and lapses and are observable in the moments precipitating a lapse. Lapsing in response to these may be mediated through the strength of a temptation. Negative abstinence-violation effects occur following a lapse, which negatively impact self-attitudes. Engagement in coping strategies during temptations is effective for preventing lapses. These findings indicate that monitoring changes in sensations during dieting could help identify the crucial moments when coping strategies are most effective for aiding with dietary adherence.
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Affiliation(s)
- Mark Randle
- Cardiff University Brain Research Imaging CentreCardiffUK
| | - Amy L. Ahern
- MRC Epidemiology UnitUniversity of CambridgeCambridgeUK
| | - Emma Boyland
- Department of PsychologyUniversity of LiverpoolLiverpoolUK
| | | | - Jason C. G. Halford
- Department of PsychologyUniversity of LiverpoolLiverpoolUK
- School of PsychologyUniversity of LeedsLeedsUK
| | | | - Carl Roberts
- Department of PsychologyUniversity of LiverpoolLiverpoolUK
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Overton M, Swain N, Falling C, Gwynne-Jones D, Fillingim R, Mani R. Experiences and Perceptions of Using Smartphone Ecological Momentary Assessment for Reporting Knee Osteoarthritis Pain and Symptoms. Clin J Pain 2023; 39:442-451. [PMID: 37335088 DOI: 10.1097/ajp.0000000000001138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2022] [Accepted: 06/07/2023] [Indexed: 06/21/2023]
Abstract
BACKGROUND Knee osteoarthritis (OA) is a prevalent, painful, and disabling musculoskeletal condition. One method that could more accurately monitor the pain associated with knee OA is ecological momentary assessment (EMA) using a smartphone. OBJECTIVES The aim of this study was to explore participant experiences and perceptions of using smartphone EMA as a way of communicating knee OA pain and symptoms following participating in a 2-week smartphone EMA study. MATERIALS AND METHODS Using a maximum variation sampling method, participants were invited to share their thoughts and opinions in semistructured focus group interviews. Interviews were recorded and transcribed verbatim before thematic analysis using the general inductive approach. RESULTS A total of 20 participants participated in 6 focus groups. Three themes and 7 subthemes were identified from the data. Identified themes included: user experience of smartphone EMA, data quality of smartphone EMA, and practical aspects of smartphone EMA. DISCUSSION Overall, smartphone EMA was deemed as being an acceptable method for monitoring pain and symptoms associated with knee OA. These findings will assist researchers in designing future EMA studies alongside clinicians implementing smartphone EMA into practice. PERSPECTIVE This study highlights that smartphone EMA is an acceptable method for capturing pain-related symptoms and experiences of those expereiencing knee OA. Future EMA studies should ensure design features are considered that reduce missing data and limit the responder burden to improve data quality.
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Affiliation(s)
- Mark Overton
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago
| | - Nicola Swain
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago
| | - Carrie Falling
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago
| | - David Gwynne-Jones
- Department of Surgical Sciences, Otago School of Medicine, University of Otago, Dunedin, New Zealand
| | - Roger Fillingim
- Department of Community Dentistry and Behavioural Science, Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL
| | - Ramakrishnan Mani
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago
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Nahum M, Sinvani RT, Afek A, Ben Avraham R, Jordan JT, Ben Shachar MS, Ben Yehuda A, Berezin Cohen N, Davidov A, Gilboa Y. Inhibitory control and mood in relation to psychological resilience: an ecological momentary assessment study. Sci Rep 2023; 13:13151. [PMID: 37573400 PMCID: PMC10423230 DOI: 10.1038/s41598-023-40242-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Accepted: 08/07/2023] [Indexed: 08/14/2023] Open
Abstract
Psychological resilience, the ability to adapt to adversity, is theorized to rely on intact inhibitory control (IC) mechanisms, which underlie one's ability to maintain goal-directed behavior by inhibiting prepotent responses. However, no study to date has explored daily fluctuations of IC performance in relation to resilience. Here, we examined the association between IC and mood measured daily in relation to psychological resilience in young adults in a stressful situation. Baseline resilience was obtained from 144 female and male soldiers during their basic combat training. Then, participants completed an ecological momentary assessment protocol, in which they reported their momentary mood and completed a short IC assessment twice/day for 2 weeks. A hierarchical linear modeling analysis revealed that psychological resilience moderated the relationship between momentary IC and momentary mood, such that better IC was associated with better mood only for those with higher, but not lower, self-reported psychological resilience at baseline. These results show that psychological resilience is manifested in the everyday association between IC and mood. Furthermore, they lend important support to cognitive models of resilience and may have significant contribution to our understanding of resilient behavior in real life.Trial Registration: MOH_2018-0-13_002451.
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Affiliation(s)
- Mor Nahum
- Faculty of Medicine, School of Occupational Therapy, The Hebrew University, Jerusalem, Israel.
| | - Rachel-Tzofia Sinvani
- Faculty of Medicine, School of Occupational Therapy, The Hebrew University, Jerusalem, Israel
| | - Anat Afek
- Faculty of Medicine, School of Occupational Therapy, The Hebrew University, Jerusalem, Israel
| | - Rina Ben Avraham
- Faculty of Medicine, School of Occupational Therapy, The Hebrew University, Jerusalem, Israel
| | - Joshua T Jordan
- Department of Psychology, Dominican University of California, San Rafael, CA, USA
| | | | - Ariel Ben Yehuda
- Department of Health and Well-Being, Medical Corps, Israel Defense Forces (IDF), Ramat Gan, Israel
- "Shalvata" Mental Health Center, "Clalit" Health Services, Hod-Hasharon, Israel
| | - Noa Berezin Cohen
- Department of Health and Well-Being, Medical Corps, Israel Defense Forces (IDF), Ramat Gan, Israel
| | - Alex Davidov
- Mental Health Section, Medical Services Center, Israel Defense Forces (IDF), Ramat Gan, Israel
| | - Yafit Gilboa
- Faculty of Medicine, School of Occupational Therapy, The Hebrew University, Jerusalem, Israel
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Perski O, Kwasnicka D, Kale D, Schneider V, Szinay D, ten Hoor G, Asare BY, Verboon P, Powell D, Naughton F, Keller J. Within-person associations between psychological and contextual factors and lapse incidence in smokers attempting to quit: A systematic review and meta-analysis of ecological momentary assessment studies. Addiction 2023; 118:1216-1231. [PMID: 36807443 PMCID: PMC10952786 DOI: 10.1111/add.16173] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Accepted: 02/06/2023] [Indexed: 02/22/2023]
Abstract
AIMS When attempting to stop smoking, discrete smoking events ('lapses') are strongly associated with a return to regular smoking ('relapse'). No study has yet pooled the psychological and contextual antecedents of lapse incidence, captured in ecological momentary assessment (EMA) studies. This systematic review and meta-analysis aimed to synthesize within-person psychological and contextual predictor-lapse associations in smokers attempting to quit. METHODS We searched Ovid MEDLINE, Embase, PsycINFO and Web of Science. A narrative synthesis and multi-level, random-effects meta-analyses were conducted, focusing on studies of adult, non-clinical populations attempting to stop smoking, with no restrictions on setting. Outcomes were the association between a psychological (e.g. stress, cravings) or contextual (e.g. cigarette availability) antecedent and smoking lapse incidence; definitions of 'lapse' and 'relapse'; the theoretical underpinning of EMA study designs; and the proportion of studies with pre-registered study protocols/analysis plans and open data. RESULTS We included 61 studies, with 19 studies contributing ≥ 1 effect size(s) to the meta-analyses. We found positive relationships between lapse incidence and 'environmental and social cues' [k = 12, odds ratio (OR) = 4.53, 95% confidence interval (CI) = 2.02, 10.16, P = 0.001] and 'cravings' (k = 10, OR = 1.71, 95% CI = 1.34, 2.18, P < 0.001). 'Negative feeling states' was not significantly associated with lapse incidence (k = 16, OR = 1.10, 95% CI = 0.98, 1.24, P = 0.12). In the narrative synthesis, negative relationships with lapse incidence were found for 'behavioural regulation', 'motivation not to smoke' and 'beliefs about capabilities'; positive relationships with lapse incidence were found for 'positive feeling states' and 'positive outcome expectancies'. Although lapse definitions were comparable, relapse definitions varied widely across studies. Few studies explicitly drew upon psychological theory to inform EMA study designs. One of the included studies drew upon Open Science principles. CONCLUSIONS In smokers attempting to stop, environmental and social cues and cravings appear to be key within-person antecedents of smoking lapse incidence. Due to low study quality, the confidence in these estimates is reduced.
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Affiliation(s)
- Olga Perski
- Department of Behavioural Science and HealthUniversity College LondonLondonUK
| | - Dominika Kwasnicka
- Faculty of PsychologySWPS University of Social Sciences and HumanitiesWroclawPoland
- NHMRC CRE in Digital Technology to Transform Chronic Disease Outcomes, Melbourne School of Population and Global HealthUniversity of MelbourneMelbourneAustralia
| | - Dimitra Kale
- Department of Behavioural Science and HealthUniversity College LondonLondonUK
| | - Verena Schneider
- Department of Behavioural Science and HealthUniversity College LondonLondonUK
| | - Dorothy Szinay
- Department of Behavioural Science and HealthUniversity College LondonLondonUK
| | - Gill ten Hoor
- Department of Work and Social Psychology, Faculty of Psychology and NeurosciencesMaastricht UniversityMaastrichtthe Netherlands
| | - Bernard Yeboah‐Asiamah Asare
- Curtin School of Population HealthCurtin UniversityPerthAustralia
- Health Psychology, Institute of Applied Health SciencesUniversity of AberdeenAberdeenUK
| | - Peter Verboon
- Faculty of PsychologyOpen UniversityHeerlenthe Netherlands
| | - Daniel Powell
- Health Psychology, Institute of Applied Health SciencesUniversity of AberdeenAberdeenUK
- Rowett InstituteUniversity of AberdeenAberdeenUK
| | - Felix Naughton
- Behavioural and Implementation Science Research Group, School of Health SciencesUniversity of East AngliaNorwichUK
| | - Jan Keller
- Department of Education and PsychologyFreie Universität BerlinBerlinGermany
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Hartson KR, Huntington-Moskos L, Sears CG, Genova G, Mathis C, Ford W, Rhodes RE. Use of Electronic Ecological Momentary Assessment Methodologies in Physical Activity, Sedentary Behavior, and Sleep Research in Young Adults: Systematic Review. J Med Internet Res 2023; 25:e46783. [PMID: 37384367 PMCID: PMC10365632 DOI: 10.2196/46783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Revised: 05/15/2023] [Accepted: 05/23/2023] [Indexed: 06/30/2023] Open
Abstract
BACKGROUND Recent technological advances allow for the repeated sampling of real-time data in natural settings using electronic ecological momentary assessment (eEMA). These advances are particularly meaningful for investigating physical activity, sedentary behavior, and sleep in young adults who are in a critical life stage for the development of healthy lifestyle behaviors. OBJECTIVE This study aims to describe the use of eEMA methodologies in physical activity, sedentary behavior, and sleep research in young adults. METHODS The PubMed, CINAHL, PsycINFO, Embase, and Web of Science electronic databases were searched through August 2022. Inclusion criteria were use of eEMA; sample of young adults aged 18 to 25 years; at least 1 measurement of physical activity, sedentary behavior, or sleep; English language; and a peer-reviewed report of original research. Study reports were excluded if they were abstracts, protocols, or reviews. The risk of bias assessment was conducted using the National Heart, Lung, and Blood Institute's Quality Assessment Tool for Observational Cohort and Cross-Sectional Studies. Screening, data extraction, and risk of bias assessments were conducted by independent authors, with discrepancies resolved by consensus. Descriptive statistics and narrative synthesis were used to identify overarching patterns within the following categories guided by the Checklist for Reporting Ecological Momentary Assessments Studies: study characteristics, outcomes and measures, eEMA procedures, and compliance. RESULTS The search resulted in 1221 citations with a final sample of 37 reports describing 35 unique studies. Most reports (28/37, 76%) were published in the last 5 years (2017-2022), used observational designs (35/37, 95%), consisted of samples of college students or apprentices (28/35, 80%), and were conducted in the United States (22/37, 60%). The sample sizes ranged from 14 to 1584 young adults. Physical activity was measured more frequently (28/37, 76%) than sleep (16/37, 43%) or sedentary behavior (4/37, 11%). Of the 37 studies, 11 (30%) reports included 2 movement behaviors and no reports included 3 movement behaviors. eEMA was frequently used to measure potential correlates of movement behaviors, such as emotional states or feelings (25/37, 68%), cognitive processes (7/37, 19%), and contextual factors (9/37, 24%). There was wide variability in the implementation and reporting of eEMA procedures, measures, missing data, analysis, and compliance. CONCLUSIONS The use of eEMA methodologies in physical activity, sedentary behavior, and sleep research in young adults has greatly increased in recent years; however, reports continue to lack standardized reporting of features unique to the eEMA methodology. Additional areas in need of future research include the use of eEMA with more diverse populations and the incorporation of all 3 movement behaviors within a 24-hour period. The findings are intended to assist investigators in the design, implementation, and reporting of physical activity, sedentary behavior, and sleep research using eEMA in young adults. TRIAL REGISTRATION PROSPERO CRD42021279156; https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42021279156.
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Affiliation(s)
- Kimberly R Hartson
- School of Nursing, University of Louisville, Louisville, KY, United States
| | | | - Clara G Sears
- Christina Lee Brown Envirome Institute, University of Louisville, Louisville, KY, United States
| | - Gina Genova
- Kornhauser Health Sciences Library, University of Louisville, Louisville, KY, United States
| | - Cara Mathis
- School of Nursing, University of Louisville, Louisville, KY, United States
| | - Wessly Ford
- School of Nursing, University of Louisville, Louisville, KY, United States
| | - Ryan E Rhodes
- School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, BC, Canada
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Tonkin S, Gass J, Wray J, Maguin E, Mahoney M, Colder C, Tiffany S, Hawk LW. Evaluating Declines in Compliance With Ecological Momentary Assessment in Longitudinal Health Behavior Research: Analyses From a Clinical Trial. J Med Internet Res 2023; 25:e43826. [PMID: 37347538 PMCID: PMC10337346 DOI: 10.2196/43826] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Revised: 03/15/2023] [Accepted: 04/20/2023] [Indexed: 06/23/2023] Open
Abstract
BACKGROUND Ecological momentary assessment (EMA) is increasingly used to evaluate behavioral health processes over extended time periods. The validity of EMA for providing representative, real-world data with high temporal precision is threatened to the extent that EMA compliance drops over time. OBJECTIVE This research builds on prior short-term studies by evaluating the time course of EMA compliance over 9 weeks and examines predictors of weekly compliance rates among cigarette-using adults. METHODS A total of 257 daily cigarette-using adults participating in a randomized controlled trial for smoking cessation completed daily smartphone EMA assessments, including 1 scheduled morning assessment and 4 random assessments per day. Weekly EMA compliance was calculated and multilevel modeling assessed the rate of change in compliance over the 9-week assessment period. Participant and study characteristics were examined as predictors of overall compliance and changes in compliance rates over time. RESULTS Compliance was higher for scheduled morning assessments (86%) than for random assessments (58%) at the beginning of the EMA period (P<.001). EMA compliance declined linearly across weeks, and the rate of decline was greater for morning assessments (2% per week) than for random assessments (1% per week; P<.001). Declines in compliance were stronger for younger participants (P<.001), participants who were employed full-time (P=.03), and participants who subsequently dropped out of the study (P<.001). Overall compliance was higher among White participants compared to Black or African American participants (P=.001). CONCLUSIONS This study suggests that EMA compliance declines linearly but modestly across lengthy EMA protocols. In general, these data support the validity of EMA for tracking health behavior and hypothesized treatment mechanisms over the course of several months. Future work should target improving compliance among subgroups of participants and investigate the extent to which rapid declines in EMA compliance might prove useful for triggering interventions to prevent study dropout. TRIAL REGISTRATION ClinicalTrials.gov NCT03262662; https://clinicaltrials.gov/ct2/show/NCT03262662.
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Affiliation(s)
- Sarah Tonkin
- Stephenson Cancer Center, Tobacco Settlement Endowment Trust Health Promotion Research Center, University of Oklahoma Health Sciences Center, Oklahoma City, OK, United States
| | - Julie Gass
- Department of Veterans Affairs Center for Integrated Healthcare, VA Western NY Healthcare System at Buffalo, Buffalo, NY, United States
- Department of Psychology, The State University of New York: University at Buffalo, Buffalo, NY, United States
| | - Jennifer Wray
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC, United States
- Ralph H Johnson VA Healthcare System, Charleston, SC, United States
| | - Eugene Maguin
- Department of Psychology, The State University of New York: University at Buffalo, Buffalo, NY, United States
| | - Martin Mahoney
- Departments of Internal Medicine and Health Behavior, Roswell Park Cancer Comprehensive Cancer Center, Buffalo, NY, United States
| | - Craig Colder
- Department of Psychology, The State University of New York: University at Buffalo, Buffalo, NY, United States
| | - Stephen Tiffany
- Department of Psychology, The State University of New York: University at Buffalo, Buffalo, NY, United States
| | - Larry W Hawk
- Department of Psychology, The State University of New York: University at Buffalo, Buffalo, NY, United States
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Li Q, Zhou Q, Florez ID, Mathew JL, Amer YS, Estill J, Smyth RL, Liu E, Chen Y, Luo Z. Reporting standards for child health research were few and poorly implemented. J Clin Epidemiol 2023; 158:141-148. [PMID: 36965601 DOI: 10.1016/j.jclinepi.2023.03.017] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Revised: 03/11/2023] [Accepted: 03/21/2023] [Indexed: 03/27/2023]
Abstract
OBJECTIVES This study aims to identify existing reporting standards for child health research, assess the robustness of the standards development process, and evaluate the dissemination of these standards. STUDY DESIGN AND SETTING We searched MEDLINE, the EQUATOR Network Library, and Google to identify reporting standards for child health research studies. We assessed the adherence of the Guidance for Developers of Health Research Reporting Guidelines (GDHRG) by the identified reporting standards. We also assessed the use of the identified reporting standards by primary research studies, and the endorsement of the included reporting standards by journals. RESULTS We identified six reporting standards for child health research, including two under development. Among the four available standards their median adherence to the 18 main steps of the GDHRG was 58.35% (range: 27.8%-83.3%). None of these four reporting standards had been endorsed by pediatric journals indexed by the Science Citation Index. Only 26 primary research studies declared that they followed one of the reporting standards. CONCLUSION There is a quantitative and qualitative paucity of well-developed reporting standards for child health research. The available standards are also poorly implemented. This situation demands an urgent need to develop robust standards and ensure their implementation.
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Affiliation(s)
- Qinyuan Li
- Department of Respiratory Medicine Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Qi Zhou
- Evidence-based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
| | - Ivan D Florez
- School of Rehabilitation Science, McMaster University, Hamilton, Ontario, Canada; Department of Pediatrics, University of Antioquia, Medellin, Antioquia, Colombia; Pediatric Intensive Care Unit, Clinica Las Americas-AUNA, Medellin, Colombia
| | - Joseph L Mathew
- Advanced Pediatrics Centre, PGIMER Chandigarh, Chandigarh, India
| | - Yasser Sami Amer
- Department of Pediatrics, Quality Management, King Saud University Medical City, Riyadh, Saudi Arabia; Research Chair for Evidence-Based Health Care and Knowledge Translation, Deanship of Scientific Research, King Saud University, Riyadh, Saudi Arabia; Alexandria Center for Evidence-Based Clinical Practice Guidelines, Alexandria University, Alexandria, Egypt
| | - Janne Estill
- Institute of Global Health, University of Geneva, Geneva, Switzerland; Institute of Mathematical Statistics and Actuarial Science, University of Bern, Bern, Switzerland
| | | | - Enmei Liu
- Department of Respiratory Medicine Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Yaolong Chen
- Evidence-based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China; Chevidence Lab of Child and Adolescent Health, Children's Hospital of Chongqing Medical University, Chongqing 40001, China; Research Unit of Evidence-Based Evaluation and Guidelines, Chinese Academy of Medical Sciences (2021RU017), School of Basic Medical Sciences, Lanzhou University, Lanzhou, China.
| | - Zhengxiu Luo
- Department of Respiratory Medicine Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing, China.
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Algheryafi RA, Bevans KB, Hiremath SV, Lai JS, Tucker CA. Convergent Validity of the Patient Reported Outcome Measurement Information System-Pediatric Physical Activity Instrument (PROMIS ®-PA) with Wearable Devices in Adolescents. CHILDREN (BASEL, SWITZERLAND) 2023; 10:940. [PMID: 37371172 DOI: 10.3390/children10060940] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 05/10/2023] [Accepted: 05/19/2023] [Indexed: 06/29/2023]
Abstract
The study was conducted mainly to examine the convergent validity of the Patient Reported Outcome Measurement Information System-Pediatric Physical Activity instrument (PROMIS®®®-PA) with step counts from wearable devices and another validated self-reported outcome measure. As a secondary aim, we explored the effect of different recall time frames (7-day, end-of-day [EoD], and ecological momentary assessment [EMA] time frames during the day) in terms of their feasibility and associations with each other and with step counts. This was a prospective cohort study that examined the associations between measures of PA in school-age children and adolescents (n = 84, aged 10-20). The participants wore Fitbit devices for 7 consecutive days, and then completed the 7-day-recall PROMIS-PA short form and Youth Activity Profile (YAP). Additional analyses were completed in a sub-sample (n = 25, aged 11-18 years) using the PROMIS-PA for the EMA at five intervals during the day (shorter form) and at the EoD. In the total sample, the PROMIS-PA results showed positive moderate correlations with the YAP and average daily steps (r = 0.533, p < 0.001 and r = 0.346, p = 0.002, respectively). In the sub-sample, the 7-day PROMIS-PA was highly correlated with the averaged EMA or EoD ratings for the week, and moderately correlated with the daily step counts. These findings support the validity of the PROMIS-PA as a measure of self-reported physical activity. Adolescents demonstrated higher compliance rates and preference for the 7-day recall and EoD assessments compared to more frequent EMA reporting.
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Affiliation(s)
- Reem A Algheryafi
- Department of Physical Therapy, Mohammed Al-Mana College for Medical Sciences, Dammam 34222, Saudi Arabia
| | - Katherine B Bevans
- Patient Reported Outcomes, Janssen Global Services LLC, Horsham, PA 19044, USA
| | - Shivayogi V Hiremath
- Department of Health & Rehabilitation Sciences, Temple University, Philadelphia, PA 19122, USA
| | - Jin-Shei Lai
- Department of Medical Social Sciences, Northwestern University, Chicago, IL 60611, USA
| | - Carole A Tucker
- Nutrition, Metabolic & Rehabilitation Sciences, School of Health Professions, University of Texas Medical Branch, Galveston, TX 77555, USA
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Evans ME, Herrick KA, Regan KS, Shams-White MM, Vargas AJ, Reedy J. A Decade of Dietary Assessment Methodology Research at the National Institutes of Health, 2012-2021. J Nutr 2023; 153:1627-1635. [PMID: 36921805 PMCID: PMC10196585 DOI: 10.1016/j.tjnut.2023.02.030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Revised: 02/10/2023] [Accepted: 02/23/2023] [Indexed: 03/16/2023] Open
Abstract
BACKGROUND Assessment of individual and population-level dietary intake is critical for public health surveillance, epidemiology, and dietary intervention research. In recognition of that need, the National Insitutes of Health (NIH) has a history of funding research projects designed to support the development, implementation, and refinement of tools to assess dietary intake in humans. OBJECTIVES This report provides data and information on NIH-funded dietary intake assessment methodological research over the period of 2012-2021. METHODS Data were extracted from an internal NIH data system using the Research, Condition, and Disease Categorization (RCDC) spending category for Nutrition. Data were then examined to identify research focused on dietary assessment tools or methods to capture or analyze dietary intake. RESULTS Over the decade of 2012-2021, NIH supported 46 grants and 2 large contracts specific to dietary assessment methods development. The top 6 Institutes and Offices funding dietary assessment methods research were identified. Most projects were limited to adults. Projects ranged from novel methods to capture dietary intake, and refinement of analytical methods, to biomarkers of dietary intake. One key contract supported the automated self-administered 24-h dietary assessment tool (ASA24), a widely used, free tool available to the research community for assessing dietary intake. CONCLUSIONS NIH's support for dietary assessment methods development over this 10-y period was small but grew over time with an expanding number and variety of methods, data sources, and technological advancements in the assessment of dietary intake. NIH remains committed to supporting research seeking to advance the field of dietary assessment methods research.
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Affiliation(s)
- Mary E Evans
- National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD, United States.
| | - Kirsten A Herrick
- National Cancer Institute, National Institutes of Health, Bethesda, MD, United States
| | - Karen S Regan
- Office of Dietary Supplements, National Institutes of Health, Bethesda, MD, United States
| | - Marissa M Shams-White
- National Cancer Institute, National Institutes of Health, Bethesda, MD, United States
| | - Ashley J Vargas
- Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, United States
| | - Jill Reedy
- National Cancer Institute, National Institutes of Health, Bethesda, MD, United States
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Allman-Farinelli M, Boljevac B, Vuong T, Hekler E. Nutrition-Related N-of-1 Studies Warrant Further Research to Provide Evidence for Dietitians to Practice Personalized (Precision) Medical Nutrition Therapy: A Systematic Review. Nutrients 2023; 15:nu15071756. [PMID: 37049595 PMCID: PMC10097352 DOI: 10.3390/nu15071756] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2023] [Revised: 03/28/2023] [Accepted: 03/31/2023] [Indexed: 04/14/2023] Open
Abstract
N-of-1 trials provide a higher level of evidence than randomized controlled trials for determining which treatment works best for an individual, and the design readily accommodates testing of personalized nutrition. The aim of this systematic review was to synthesize nutrition-related studies using an N-of-1 design. The inclusion criterion was adult participants; the intervention/exposure was any nutrient, food, beverage, or dietary pattern; the comparators were baseline values, a control condition untreated or placebo, or an alternate treatment, alongside any outcomes such as changes in diet, body weight, biochemical outcomes, symptoms, quality of life, or a disease outcome resulting from differences in nutritional conditions. The information sources used were Medline, Embase, Scopus, Cochrane Central, and PsychInfo. The quality of study reporting was assessed using the Consort Extension for N-of-1 trials (CENT) statement or the STrengthening Reporting of OBservational Studies in Epidemiology (STROBE) guidelines, as appropriate. From 211 articles screened, a total of 7 studies were included and were conducted in 5 countries with a total of 83 participants. The conditions studied included prediabetes, diabetes, irritable bowel syndrome, weight management, and investigation of the effect of diet in healthy people. The quality of reporting was mostly adequate, and dietary assessment quality varied from poor to good. The evidence base is small, but served to illustrate the main characteristics of N-of-1 study designs and considerations for moving research forward in the era of personalized medical nutrition therapy.
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Affiliation(s)
- Margaret Allman-Farinelli
- Discipline of Nutrition and Dietetics, Susan Wakil School of Nursing and Midwifery, Faculty of Medicine and Health, The University of Sydney, Camperdown, NSW 2006, Australia
- The Charles Perkins Centre, The University of Sydney, Camperdown, NSW 2006, Australia
| | - Brianna Boljevac
- Discipline of Nutrition and Dietetics, Susan Wakil School of Nursing and Midwifery, Faculty of Medicine and Health, The University of Sydney, Camperdown, NSW 2006, Australia
| | - Tiffany Vuong
- Discipline of Nutrition and Dietetics, Susan Wakil School of Nursing and Midwifery, Faculty of Medicine and Health, The University of Sydney, Camperdown, NSW 2006, Australia
| | - Eric Hekler
- The Design Lab, University of California San Diego, San Diego, CA 92093, USA
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, San Diego, CA 92093, USA
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Davanzo A, D Huart D, Seker S, Moessner M, Zimmermann R, Schmeck K, Behn A. Study Features and Response Compliance in Ecological Momentary Assessment Research in Borderline Personality Disorder: Systematic Review and Meta-analysis. J Med Internet Res 2023; 25:e44853. [PMID: 36920466 PMCID: PMC10131785 DOI: 10.2196/44853] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 01/17/2023] [Accepted: 01/31/2023] [Indexed: 02/04/2023] Open
Abstract
BACKGROUND Borderline personality disorder (BPD) is characterized by frequent and intense moment-to-moment changes in affect, behavior, identity, and interpersonal relationships, which typically result in significant and negative deterioration of the person's overall functioning and well-being. Measuring and characterizing the rapidly changing patterns of instability in BPD dysfunction as they occur in a person's daily life can be challenging. Ecological momentary assessment (EMA) is a method that can capture highly dynamic processes in psychopathology research and, thus, is well suited to study intense variability patterns across areas of dysfunction in BPD. EMA studies are characterized by frequent repeated assessments that are delivered to participants in real-life, real-time settings using handheld devices capable of registering responses to short self-report questions in daily life. Compliance in EMA research is defined as the proportion of prompts answered by the participant, considering all planned prompts sent. Low compliance with prompt schedules can compromise the relative advantages of using this method. Despite the growing EMA literature on BPD in recent years, findings regarding study design features that affect compliance with EMA protocols have not been compiled, aggregated, and estimated. OBJECTIVE This systematic meta-analytic review aimed to investigate the relationship between study design features and participant compliance in EMA research of BPD. METHODS A systematic review was conducted on November 12, 2021, following the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) and MOOSE (Meta-analyses of Observational Studies in Epidemiology) guidelines to search for articles featuring EMA studies of BPD that reported compliance rates and included sufficient data to extract relevant design features. For studies with complete data, random-effect models were used to estimate the overall compliance rate and explore its association with design features. RESULTS In total, 28 peer-reviewed EMA studies comprising 2052 participants were included in the study. Design features (sampling strategy, average prompting frequency, number of items, response window, sampling device, financial incentive, and dropout rate) showed a large variability across studies, and many studies did not report design features. The meta-analytic synthesis was restricted to 64% (18/28) of articles and revealed a pooled compliance rate of 79% across studies. We did not find any significant relationship between design features and compliance rates. CONCLUSIONS Our results show wide variability in the design and reporting of EMA studies assessing BPD. Compliance rates appear to be stable across varying setups, and it is likely that standard design features are not directly responsible for improving or diminishing compliance. We discuss possible nonspecific factors of study design that may have an impact on compliance. Given the promise of EMA research in BPD, we also discuss the importance of unifying standards for EMA reporting so that data stemming from this rich literature can be aggregated and interpreted jointly.
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Affiliation(s)
- Antonella Davanzo
- Escuela de Psicología, Pontificia Universidad Católica de Chile, Instituto Milenio para la Investigación en Depresión y Personalidad, Santiago, Chile
| | - Delfine D Huart
- Department of Child and Adolescent Psychiatry Research, University Psychiatric Clinics, University of Basel, Basel, Switzerland
| | - Süheyla Seker
- Department of Child and Adolescent Psychiatry Research, University Psychiatric Clinics, University of Basel, Basel, Switzerland
| | - Markus Moessner
- University Hospital Heidelberg, Center for Psychotherapy Research, Heidelberg, Germany
| | - Ronan Zimmermann
- Department of Child and Adolescent Psychiatry Research, University Psychiatric Clinics, University of Basel, Basel, Switzerland
| | - Klaus Schmeck
- Department of Child and Adolescent Psychiatry Research, University Psychiatric Clinics, University of Basel, Basel, Switzerland
| | - Alex Behn
- Escuela de Psicología, Pontificia Universidad Católica de Chile, Instituto Milenio para la Investigación en Depresión y Personalidad, Santiago, Chile
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Asare BYA, Robinson S, Kwasnicka D, Powell D. Application of Ecological Momentary Assessment in Studies with Rotation Workers in the Resources and Related Construction Sectors: A Systematic Review. Saf Health Work 2023; 14:10-16. [PMID: 36941930 PMCID: PMC10024174 DOI: 10.1016/j.shaw.2022.10.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Revised: 09/03/2022] [Accepted: 10/11/2022] [Indexed: 11/06/2022] Open
Abstract
Whilst Ecological momentary assessment (EMA) can provide important insights over time and across contexts among rotation workers whose work periods alternate with leave at home, it can also be challenging to implement in the resources and construction sectors. This review aimed to provide a summary of the methodological characteristics of EMA studies assessing health outcomes and related behaviors in rotation workers. Systematic searches in PubMed, Medline, EMBASE, CINAHL, PsycINFO, and Scopus were done to include 23 studies using EMA methods in assessing health-related outcomes and behaviors. EMA designs included daily diary: assessments once per day typically fixed at the end of day (47.8%), within day fixed interval time-based design: assessments on multiple times per day at certain times of day (17.4%) and combination of both designs (34.8%). Studies employed paper and pencil diaries (73.9%) and one or more electronic methods (60.9%): wrist-worn actigraphy device (52.2%) and online-based diaries (26.1%) for data collection. Most of the studies (91.3%) did not report prompting -EMAs by schedule alerts or compliance. Daily diary and within day fixed interval dairies designs are common, with the increasing use of electronic EMA delivery techniques. It is unclear how well participants adhere to assessment schedules, as these are inadequately reported. Researchers should report compliance-related information.
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Affiliation(s)
- Bernard Yeboah-Asiamah Asare
- Curtin School of Population Health, Curtin University, Bentley, Australia
- Health Psychology, Institute of Applied Health Sciences, University of Aberdeen, Aberdeen, United Kingdom
- Corresponding author. Curtin School of Population Health, Curtin University, Kent Street, Bentley, WA 6102, Australia
| | - Suzanne Robinson
- Curtin School of Population Health, Curtin University, Bentley, Australia
- Deakin Health Economics, Institute for Health Transformation, Deakin University, Burwood, Australia
| | - Dominika Kwasnicka
- Faculty of Psychology, SWPS University of Social Sciences and Humanities, Wroclaw, Poland
- NHMRC CRE in Digital Technology to Transform Chronic Disease Outcomes, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Australia
| | - Daniel Powell
- Health Psychology, Institute of Applied Health Sciences, University of Aberdeen, Aberdeen, United Kingdom
- Rowett Institute, University of Aberdeen, Aberdeen, United Kingdom
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50
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Mascarenhas Fonseca L, Strong RW, Singh S, Bulger JD, Cleveland M, Grinspoon E, Janess K, Jung L, Miller K, Passell E, Ressler K, Sliwinski MJ, Verdejo A, Weinstock RS, Germine L, Chaytor NS. Glycemic Variability and Fluctuations in Cognitive Status in Adults With Type 1 Diabetes (GluCog): Observational Study Using Ecological Momentary Assessment of Cognition. JMIR Diabetes 2023; 8:e39750. [PMID: 36602848 PMCID: PMC9853340 DOI: 10.2196/39750] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Revised: 09/06/2022] [Accepted: 09/20/2022] [Indexed: 01/06/2023] Open
Abstract
BACKGROUND Individuals with type 1 diabetes represent a population with important vulnerabilities to dynamic physiological, behavioral, and psychological interactions, as well as cognitive processes. Ecological momentary assessment (EMA), a methodological approach used to study intraindividual variation over time, has only recently been used to deliver cognitive assessments in daily life, and many methodological questions remain. The Glycemic Variability and Fluctuations in Cognitive Status in Adults with Type 1 Diabetes (GluCog) study uses EMA to deliver cognitive and self-report measures while simultaneously collecting passive interstitial glucose in adults with type 1 diabetes. OBJECTIVE We aimed to report the results of an EMA optimization pilot and how these data were used to refine the study design of the GluCog study. An optimization pilot was designed to determine whether low-frequency EMA (3 EMAs per day) over more days or high-frequency EMA (6 EMAs per day) for fewer days would result in a better EMA completion rate and capture more hypoglycemia episodes. The secondary aim was to reduce the number of cognitive EMA tasks from 6 to 3. METHODS Baseline cognitive tasks and psychological questionnaires were completed by all the participants (N=20), followed by EMA delivery of brief cognitive and self-report measures for 15 days while wearing a blinded continuous glucose monitor. These data were coded for the presence of hypoglycemia (<70 mg/dL) within 60 minutes of each EMA. The participants were randomized into group A (n=10 for group A and B; starting with 3 EMAs per day for 10 days and then switching to 6 EMAs per day for an additional 5 days) or group B (N=10; starting with 6 EMAs per day for 5 days and then switching to 3 EMAs per day for an additional 10 days). RESULTS A paired samples 2-tailed t test found no significant difference in the completion rate between the 2 schedules (t17=1.16; P=.26; Cohen dz=0.27), with both schedules producing >80% EMA completion. However, more hypoglycemia episodes were captured during the schedule with the 3 EMAs per day than during the schedule with 6 EMAs per day. CONCLUSIONS The results from this EMA optimization pilot guided key design decisions regarding the EMA frequency and study duration for the main GluCog study. The present report responds to the urgent need for systematic and detailed information on EMA study designs, particularly those using cognitive assessments coupled with physiological measures. Given the complexity of EMA studies, choosing the right instruments and assessment schedules is an important aspect of study design and subsequent data interpretation.
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Affiliation(s)
- Luciana Mascarenhas Fonseca
- Department of Community and Behavioral Health, Elson S Floyd College of Medicine, Washington State University, Spokane, WA, United States
- Old Age Research Group (PROTER), Department and Institute of Psychiatry, University of Sao Paulo, Sao Paulo, Brazil
| | - Roger W Strong
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, United States
- Department of Psychiatry, Harvard Medical School, Boston, MA, United States
| | - Shifali Singh
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, United States
- Department of Psychiatry, Harvard Medical School, Boston, MA, United States
| | - Jane D Bulger
- Department of Medicine, State University of New York Upstate Medical University, Syracuse, NY, United States
| | - Michael Cleveland
- Department of Human Development, Washington State University, Pullman, WA, United States
| | - Elizabeth Grinspoon
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, United States
- Department of Psychiatry, Harvard Medical School, Boston, MA, United States
| | - Kamille Janess
- Jaeb Center for Health Research, Tampa, FL, United States
| | - Lanee Jung
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, United States
- Department of Psychiatry, Harvard Medical School, Boston, MA, United States
| | - Kellee Miller
- Jaeb Center for Health Research, Tampa, FL, United States
| | - Eliza Passell
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, United States
- Department of Psychiatry, Harvard Medical School, Boston, MA, United States
| | - Kerry Ressler
- The Silvio O Conte Center for Stress Peptide Advanced Research, Education, & Dissemination Center (SPARED), Department of Psychiatry, McLean Hospital, Harvard Medical School, Boston, MA, United States
| | - Martin John Sliwinski
- Department of Human Development and Family Studies, The Pennsylvania State University, State College, PA, United States
- Center for Healthy Aging, Pennsylvania State University, State College, PA, United States
| | | | - Ruth S Weinstock
- Department of Medicine, State University of New York Upstate Medical University, Syracuse, NY, United States
| | - Laura Germine
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, United States
- Department of Psychiatry, Harvard Medical School, Boston, MA, United States
| | - Naomi S Chaytor
- Department of Community and Behavioral Health, Elson S Floyd College of Medicine, Washington State University, Spokane, WA, United States
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