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Zawada SJ, Ganjizadeh A, Hagen CE, Demaerschalk BM, Erickson BJ. Feasibility of Observing Cerebrovascular Disease Phenotypes with Smartphone Monitoring: Study Design Considerations for Real-World Studies. SENSORS (BASEL, SWITZERLAND) 2024; 24:3595. [PMID: 38894385 PMCID: PMC11175199 DOI: 10.3390/s24113595] [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: 05/11/2024] [Revised: 05/28/2024] [Accepted: 05/31/2024] [Indexed: 06/21/2024]
Abstract
Accelerated by the adoption of remote monitoring during the COVID-19 pandemic, interest in using digitally captured behavioral data to predict patient outcomes has grown; however, it is unclear how feasible digital phenotyping studies may be in patients with recent ischemic stroke or transient ischemic attack. In this perspective, we present participant feedback and relevant smartphone data metrics suggesting that digital phenotyping of post-stroke depression is feasible. Additionally, we proffer thoughtful considerations for designing feasible real-world study protocols tracking cerebrovascular dysfunction with smartphone sensors.
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Affiliation(s)
- Stephanie J. Zawada
- Mayo Clinic College of Medicine and Science, 5777 E. Mayo Boulevard, Scottsdale, AZ 85054, USA
| | - Ali Ganjizadeh
- Mayo Clinic AI Laboratory, 200 1st Street SW, Rochester, MN 55902, USA; (A.G.); (B.J.E.)
| | - Clint E. Hagen
- Mayo Clinic Division of Biomedical Statistics and Informatics, 200 1st Street SW, Rochester, MN 55902, USA;
| | - Bart M. Demaerschalk
- Mayo Clinic Center for Digital Health, 5777 E. Mayo Boulevard, Scottsdale, AZ 85054, USA;
| | - Bradley J. Erickson
- Mayo Clinic AI Laboratory, 200 1st Street SW, Rochester, MN 55902, USA; (A.G.); (B.J.E.)
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Murabito JM, Faro JM, Zhang Y, DeMalia A, Hamel A, Agyapong N, Liu H, Schramm E, McManus DD, Borrelli B. Smartphone App Designed to Collect Health Information in Older Adults: Usability Study. JMIR Hum Factors 2024; 11:e56653. [PMID: 38815261 PMCID: PMC11176875 DOI: 10.2196/56653] [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: 01/22/2024] [Revised: 04/28/2024] [Accepted: 05/01/2024] [Indexed: 06/01/2024] Open
Abstract
BACKGROUND Studies evaluating the usability of mobile-phone assessments in older adults are limited. OBJECTIVE This study aims to identify design-based barriers and facilitators to mobile app survey completion among 2 samples of older adults; those in the Framingham Heart Study and a more diverse sample from a hospital-based setting. METHODS We used mixed methods to identify challenging and beneficial features of the mobile app in participants from the electronic Framingham Heart Study (n=15; mean age of 72 years; 6/15, 40% women; 15/15, 100% non-Hispanic and White) and among participants recruited from a hospital-based setting (n=15; mean age of 71 years; 7/15, 47% women; 3/15, 20% Hispanic; and 8/15, 53% non-White). A variety of app-based measures with different response formats were tested, including self-reported surveys, pictorial assessments (to indicate body pain sites), and cognitive testing tasks (eg, Trail Making Test and Stroop). Participants completed each measure using a think-aloud protocol, while being audio- and video-recorded with a qualitative interview conducted at the end of the session. Recordings were coded for participant usability errors by 2 pairs of coders. Participants completed the Mobile App Rating Scale to assess the app (response range 1=inadequate to 5=excellent). RESULTS In electronic Framingham Heart Study participants, the average total Mobile App Rating Scale score was 7.6 (SD 1.1), with no significant differences in the hospital-based sample. In general, participants were pleased with the app and found it easy to use. A large minority had at least 1 navigational issue, most committed only once. Most older adults did not have difficulty completing the self-reported multiple-choice measures unless it included lengthy instructions but participants had usability issues with the Stroop and Trail Making Test. CONCLUSIONS Our methods and results help guide app development and app-based survey construction for older adults, while also giving consideration to sociodemographic differences.
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Affiliation(s)
- Joanne M Murabito
- Section of General Internal Medicine, Department of Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, United States
- Framingham Heart Study, Boston University, Framingham, MA, United States
| | - Jamie M Faro
- Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, United States
| | - Yuankai Zhang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, United States
| | - Angelo DeMalia
- Framingham Heart Study, Boston University, Framingham, MA, United States
| | - Alexander Hamel
- Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, United States
| | - Nakesha Agyapong
- Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, United States
| | - Hongshan Liu
- Framingham Heart Study, Boston University, Framingham, MA, United States
| | - Eric Schramm
- CareEvolution, Inc, Ann Arbour, MI, United States
| | - David D McManus
- Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, United States
- Cardiology Division, Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, United States
| | - Belinda Borrelli
- Center for Behavioral Science Research, Henry M. Goldman School of Dental Medicine, Boston University, Boston, MA, United States
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Barnett DJ, Sundermeir SM, Reznar MM, Lightner A, Poirier L, Rosenblum AJ, Oladimeji AT, Igusa T, Neff R, Ruggiero CF, Lewis EC, Jager L, Moses L, Velez-Burgess V, Gagnon B, Attar N, Gittelsohn J. Protocol for the Support Application for Food PAntrieS trial: design, implementation, and evaluation plan for a digital application to promote healthy food access and support food pantry operations. Front Public Health 2024; 12:1340707. [PMID: 38855456 PMCID: PMC11157040 DOI: 10.3389/fpubh.2024.1340707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2023] [Accepted: 04/29/2024] [Indexed: 06/11/2024] Open
Abstract
Introduction Food-insecure households commonly rely on food pantries to supplement their nutritional needs, a challenge that was underscored during the COVID-19 pandemic. Food pantries, and the food banks that supply them, face common challenges in meeting variable client volume and dietary needs under normal and emergency (e.g., pandemic, natural disaster) conditions. A scalable digital strategy that has the capacity to streamline the emergency food distribution system, while promoting healthy food options, managing volunteer recruitment and training, and connecting to emergency management systems in times of need, is urgently required. To address this gap, we are developing a working mobile application (app) called the Support Application for Food PAntrieS (SAFPAS) and will evaluate its feasibility and impact on food pantry staff preparedness, stocking, and client uptake of healthful foods and beverages in two urban United States settings. Methods This paper describes the protocol for a randomized controlled trial of the SAFPAS mobile application. We will conduct formative research in Baltimore, Maryland and Detroit, Michigan to develop and refine the SAFPAS app and increase scalability potential to other urban settings. Then we will test the app in 20 food pantries in Baltimore randomized to intervention or comparison. The impact of the app will be evaluated at several levels of the emergency food system, including food pantry clients (n = 360), food pantry staff and volunteers (n = 100), food pantry stock, and city agencies such as the local food bank and Office of Emergency Management. The primary outcome of the SAFPAS trial is to improve the healthfulness of the foods received by food pantry clients, measured using the Food Assessment Scoring Tool (FAST). Post-trial, we will conduct additional formative research in Detroit to prepare the app for scale-up. Discussion We anticipate that SAFPAS will improve alignment in the supply and demand for healthy foods among food pantry clients, food pantries, and city agencies which supply food in Baltimore. Real-time, bidirectional communication between entities across the system allows for increased situational awareness at all levels during normal and emergency operations. By conducting formative research in Detroit, we hope to increase the scalability of the SAFPAS app to additional settings nationwide. Clinical trial registration NCT87654321. https://classic.clinicaltrials.gov/ct2/show/NCT05880004.
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Affiliation(s)
- Daniel J. Barnett
- Department of Environmental Health and Engineering, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Samantha M. Sundermeir
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Melissa M. Reznar
- School of Health Sciences, Oakland University, Rochester, MI, United States
| | - Alexis Lightner
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Lisa Poirier
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Andrew J. Rosenblum
- Public Health Studies, Johns Hopkins University Krieger School of Arts and Sciences, Baltimore, MD, United States
| | - Ayoyemi Toheeb Oladimeji
- Department of Civil and Systems Engineering, Johns Hopkins University Whiting School of Engineering, Baltimore, MD, United States
| | - Takeru Igusa
- Department of Civil and Systems Engineering, Johns Hopkins University Whiting School of Engineering, Baltimore, MD, United States
| | - Roni Neff
- Department of Environmental Health and Engineering, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Cara F. Ruggiero
- Division of General Academic Pediatrics, Department of Pediatrics, Mass General for Children, Boston, MA, United States
| | - Emma C. Lewis
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Leah Jager
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, United States
| | - Leena Moses
- Behavioral and Community Health, School of Public Health, University of Maryland, College Park, MD, United States
| | - Veronica Velez-Burgess
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Brooke Gagnon
- School of Health Sciences, Oakland University, Rochester, MI, United States
| | - Noor Attar
- School of Health Sciences, Oakland University, Rochester, MI, United States
| | - Joel Gittelsohn
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
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Sien SW, Kobekyaa FK, Puts M, Currie L, Tompson M, Hedges P, McGrenere J, Mariano C, Haase KR. Tailored Self-Management App to Support Older Adults With Cancer and Multimorbidity: Development and Usability Testing. JMIR Aging 2024; 7:e53163. [PMID: 38717806 PMCID: PMC11112470 DOI: 10.2196/53163] [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: 09/29/2023] [Revised: 01/23/2024] [Accepted: 01/29/2024] [Indexed: 05/25/2024] Open
Abstract
BACKGROUND Globally, cancer predominates in adults aged older than 60 years, and 70% of older adults have ≥1 chronic condition. Cancer self-management interventions can improve symptom management and confidence, but few interventions target the complex needs of older adults with cancer and multimorbidity. Despite growing evidence of digital health tools in cancer care, there is a paucity of theoretically grounded digital self-management supports for older adults. Many apps for older adults have not been co-designed with older adults to ensure that they are tailored to their specific needs, which would increase usability and uptake. OBJECTIVE We aim to report on the user evaluations of a self- and symptom-management app to support older adults living with cancer and multimorbidity. METHODS This study used Grey's self-management framework, a design thinking approach, and involved older adults with lived experiences of cancer to design a medium-fidelity app prototype. Older adults with cancer or caregivers were recruited through community organizations or support groups to participate in co-designing or evaluations of the app. Data from interviews were iteratively integrated into the design process and analyzed using descriptive statistics and thematic analyses. RESULTS In total, 15 older adults and 3 caregivers (n=18) participated in this study: 10 participated (8 older adults and 2 caregivers) in the design of the low-fidelity prototype, and 10 evaluated (9 older adults and 1 caregiver) the medium-fidelity prototype (2 older adults participated in both phases). Participants emphasized the importance of tracking functions to make sense of information across physical symptoms and psychosocial aspects; a clear display; and the organization of notes and reminders to communicate with care providers. Participants also emphasized the importance of medication initiation or cessation reminders to mitigate concerns related to polypharmacy. CONCLUSIONS This app has the potential to support the complex health care needs of older adults with cancer, creating a "home base" for symptom management and support. The findings from this study will position the researchers to conduct feasibility testing and real-world implementation.
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Affiliation(s)
- Sang-Wha Sien
- Department of Computer Science, University of British Columbia, Vancouver, BC, Canada
| | | | - Martine Puts
- Lawrence S Bloomberg Faculty of Nursing, University of Toronto, Toronto, ON, Canada
| | - Leanne Currie
- School of Nursing, University of British Columbia, Vancouver, BC, Canada
| | - Margaret Tompson
- Saskatchewan Center for Patient Oriented Research, Saskatoon, SK, Canada
| | | | - Joanna McGrenere
- Department of Computer Science, University of British Columbia, Vancouver, BC, Canada
| | | | - Kristen R Haase
- School of Nursing, University of British Columbia, Vancouver, BC, Canada
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DeForge SM, Smith K, Anderson KA, Baltazar AR, Beck M, Enzinger AC, Tulsky JA, Allsop M, Edwards RR, Schreiber KL, Azizoddin DR. Pain coping, multidisciplinary care, and mHealth: Patients' views on managing advanced cancer pain. Psychooncology 2024; 33:e6308. [PMID: 38366975 PMCID: PMC11071444 DOI: 10.1002/pon.6308] [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: 11/28/2023] [Revised: 01/29/2024] [Accepted: 02/07/2024] [Indexed: 02/19/2024]
Abstract
OBJECTIVE Pain is common among people with advanced cancer. While opioids provide significant relief, incorporating psycho-behavioral treatments may improve pain outcomes. We examined patients' experiences with pain self-management and how their self-management of chronic, cancer-related pain may be complemented by behavioral mobile health (mHealth) interventions. METHODS We conducted semi-structured qualitative interviews with patients with advanced cancer and pain. Each participant reviewed content from our behavioral mHealth application for cancer pain management and early images of its interface. Participants reflected on their experiences self-managing cancer pain and on app content. Interviews were transcribed verbatim and analyzed using a combination of inductive and deductive thematic analysis. RESULTS Patients (n = 28; 54% female; mean age = 53) across two geographic regions reported using psychological strategies (e.g., reframing negative thoughts, distraction, pain acceptance, social support) to manage chronic cancer-related pain. Patients shared their perspectives on the integration of psycho-behavioral pain treatments into their existing medical care and their experiences with opioid hesitancy. Patient recommendations for how mHealth interventions could best support them coalesced around two topics: 1.) convenience in accessing integrated pharmacological and psycho-behavioral pain education and communication tools and 2.) relevance of the specific content to their clinical situation. CONCLUSIONS Integrated pharmacological and psycho-behavioral pain treatments were important to participants. This underscores a need to coordinate complimentary approaches when developing cancer pain management interventions. Participant feedback suggests that an mHealth intervention that integrates pain treatments may have the capacity to increase advanced cancer patients' access to destigmatizing, accessible care while improving pain self-management.
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Affiliation(s)
- Sara M. DeForge
- Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences Center, Oklahoma, Oklahoma, USA
| | - Kyla Smith
- Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences Center, Oklahoma, Oklahoma, USA
| | - Kris-Ann Anderson
- Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences Center, Oklahoma, Oklahoma, USA
| | - Ashton R. Baltazar
- Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences Center, Oklahoma, Oklahoma, USA
| | - Meghan Beck
- Department of Anesthesiology, Perioperative, and Pain Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Andrea C. Enzinger
- Division of Population Sciences, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - James A. Tulsky
- Department of Psychosocial Oncology and Palliative Care, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Matthew Allsop
- Academic Unit of Palliative Care, Leeds Institute of Health Sciences, University of Leeds, Leeds, UK
| | - Robert R. Edwards
- Department of Anesthesiology, Perioperative, and Pain Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Kristin L. Schreiber
- Department of Anesthesiology, Perioperative, and Pain Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Desiree R. Azizoddin
- Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences Center, Oklahoma, Oklahoma, USA
- Department of Psychosocial Oncology and Palliative Care, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
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Stoll SEM, Bauer I, Hopfer K, Lamberty J, Lunz V, Guzmán Bausch F, Höflacher C, Kroliczak G, Kalénine S, Randerath J. Diagnosing homo digitalis: towards a standardized assessment for digital tool competencies. Front Psychol 2024; 14:1270437. [PMID: 38239458 PMCID: PMC10794727 DOI: 10.3389/fpsyg.2023.1270437] [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: 07/31/2023] [Accepted: 11/28/2023] [Indexed: 01/22/2024] Open
Abstract
Introduction In the 21st century, digital devices have become integral to our daily lives. Still, practical assessments designed to evaluate an individual's digital tool competencies are absent. The present study introduces the "Digital Tools Test" ("DIGI"), specifically designed for the evaluation of one's proficiency in handling common applications and functions of smartphones and tablets. The DIGI assessment has been primarily tailored for prospective use among older adults and neurological patients with the latter frequently suffering from so-called apraxia, which potentially also affects the handling of digital tools. Similar to traditional tool use tests that assess tool-selection and tool-action processes, the DIGI assessment evaluates an individual's ability to select an appropriate application for a given task (e.g., creating a new contact), their capacity to navigate within the chosen application and their competence in executing precise and accurate movements, such as swiping. Methods We tested the implementation of the DIGI in a group of 16 healthy adults aged 18 to 28 years and 16 healthy adults aged 60 to 74 years. All participants were able to withstand the assessment and reported good acceptance. Results The results revealed a significant performance disparity, with older adults displaying notably lower proficiency in the DIGI. The DIGI performance of older adults exhibited a correlation with their ability to employ a set of novel mechanical tools, but not with their ability to handle a set of familiar common tools. There was no such correlation for the younger group. Conclusion In conclusion, this study introduces an innovative assessment tool aimed at evaluating common digital tool competencies. Our preliminary results demonstrate good acceptance and reveal expected group differences. For current cohorts of older adults, the results seem to indicate that the ability to use novel tools may aid digital tool use. In the next step, the psychometric properties of the DIGI assessment should be evaluated in larger and more diverse samples. The advancement of digital tool competency assessments and rehabilitation strategies is essential when we aim at facilitating societal inclusion and participation for individuals in affected populations.
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Affiliation(s)
- Sarah E. M. Stoll
- Department of Psychology, University of Konstanz, Konstanz, Germany
- Lurija Institute for Rehabilitation Science and Health Research, Kliniken Schmieder, Allensbach, Germany
- Department of Developmental and Educational Psychology, Faculty of Psychology, University of Vienna, Vienna, Austria
| | - Isabel Bauer
- Department of Psychology, University of Konstanz, Konstanz, Germany
- Lurija Institute for Rehabilitation Science and Health Research, Kliniken Schmieder, Allensbach, Germany
| | - Karen Hopfer
- Department of Psychology, University of Konstanz, Konstanz, Germany
| | - Judith Lamberty
- Department of Psychology, University of Konstanz, Konstanz, Germany
| | - Verena Lunz
- Department of Psychology, University of Konstanz, Konstanz, Germany
| | | | - Cosima Höflacher
- Department of Psychology, University of Konstanz, Konstanz, Germany
| | - Gregory Kroliczak
- Cognitive Neuroscience Center, Action and Cognition Laboratory, Faculty of Psychology and Cognitive Science, Adam Mickiewicz University, Poznan, Poland
- Department of Clinical Neuropsychology, Nicolaus Copernicus University in Toruń Collegium Medicum, Bydgoszcz, Poland
| | - Solène Kalénine
- Sciences Cognitives Et Sciences Affectives, University of Lille, Lille, France
| | - Jennifer Randerath
- Department of Psychology, University of Konstanz, Konstanz, Germany
- Lurija Institute for Rehabilitation Science and Health Research, Kliniken Schmieder, Allensbach, Germany
- Outpatient Unit for Research, Teaching, and Practice, Faculty of Psychology, University of Vienna, Vienna, Austria
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