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Ibrahim AH, Beaumont CT, Strohacker K. Exploring Regular Exercisers' Experiences with Readiness/Recovery Scores Produced by Wearable Devices: A Descriptive Qualitative Study. Appl Psychophysiol Biofeedback 2024; 49:395-405. [PMID: 38668986 DOI: 10.1007/s10484-024-09645-2] [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] [Accepted: 04/19/2024] [Indexed: 08/09/2024]
Abstract
Meta-session autoregulation, a person-adaptive exercise programming approach, is characterized by individuals' matching exercise demands specifically to their current readiness states. Some consumer wearables provide 'recovery' or 'readiness' scores, computed primarily based on heart rate variability. Despite the growing popularity of consumer wearables and interest in person-adaptive programming, limited research exists on how exercisers interact, interpret and use these scores. This study explores individuals' experiences with wearable devices and their associated readiness or recovery scores. Seventeen regular exercisers who owned and used a Whoop™ band or Oura™ ring for at least 3 months participated in a one-on-one virtual semi-structured interview. Interviews were analyzed using reflexive thematic analysis, with themes supported by 'in-vivo' quotes. This paper focuses on three key themes for a comprehensive demonstration. Theme 1, 'It's more about how I can make adjustments to optimize my programming,' (MPR) highlights users' intended use of wearables for guiding training decisions. Theme 2, 'So many things outside of training modifications have changed,' (Misty) reveals that users also modify non-exercise behaviors to manage and optimize their scores. Theme 3, 'You can't really capture the complexities of a human on a device' (Letty) underscores users' recognition of the limitations and errors associated with these devices emphasizing self-reliance to further direct behavioral adjustments. While wearable devices provide a numeric approach to measuring readiness and recovery, users prioritize self-awareness, flexibility, and personal judgment for exercise decisions. Understanding these experiences, in addition to exploring the psycho-behavioral aspects of user interactions, can contribute to refining meta-session autoregulation.
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Affiliation(s)
- Adam H Ibrahim
- Department of Kinesiology, Recreation, and Sport Studies, The University of Tennessee, 1914 Andy Holt Avenue Health and Physical Education Recreation Building 314, Knoxville, TN, 37996-2700, USA.
| | - Cory T Beaumont
- Department of Allied Health, Sport, and Wellness, Baldwin Wallace University, Berea, OH, USA
| | - Kelley Strohacker
- Department of Kinesiology, Recreation, and Sport Studies, The University of Tennessee, 1914 Andy Holt Avenue Health and Physical Education Recreation Building 314, Knoxville, TN, 37996-2700, USA
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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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Strohacker K, Sudeck G, Keegan R, Ibrahim AH, Beaumont CT. Contextualising flexible nonlinear periodization as a person-adaptive behavioral model for exercise maintenance. Health Psychol Rev 2024; 18:285-298. [PMID: 37401403 DOI: 10.1080/17437199.2023.2233592] [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: 08/01/2022] [Accepted: 06/30/2023] [Indexed: 07/05/2023]
Abstract
There is a growing focus on developing person-adaptive strategies to support sustained exercise behaviour, necessitating conceptual models to guide future research and applications. This paper introduces Flexible nonlinear periodisation (FNLP) - a proposed, but underdeveloped person-adaptive model originating in sport-specific conditioning - that, pending empirical refinement and evaluation, may be applied in health promotion and disease prevention settings. To initiate such efforts, the procedures of FNLP (i.e., acutely and dynamically matching exercise demand to individual assessments of mental and physical readiness) are integrated with contemporary health behaviour evidence and theory to propose a modified FNLP model and to show hypothesised pathways by which FNLP may support exercise adherence (e.g., flexible goal setting, management of affective responses, and provision of autonomy/variety-support). Considerations for future research are also provided to guide iterative, evidence-based efforts for further development, acceptability, implementation, and evaluation.
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Affiliation(s)
- Kelley Strohacker
- Department of Kinesiology, Recreation, and Sport Studies, The University of Tennessee, Knoxville, Knoxville, TN, USA
| | - Gorden Sudeck
- Institute of Sport Science, Eberhard Karls University of Tübingen, Tübingen, Germany
- Interfacultary Research Institute for Sports and Physical Activity, University of Tübingen, Tübingen, Germany
| | - Richard Keegan
- Research Institute for Sport and Exercise, Faculty of Health, University of Canberra, Canberra, Australia
| | - Adam H Ibrahim
- Department of Kinesiology, Recreation, and Sport Studies, The University of Tennessee, Knoxville, Knoxville, TN, USA
| | - Cory T Beaumont
- Department of Allied Health, Sport, and Wellness, Baldwin Wallace University, Berea, OH, USA
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Strohacker K, Keegan R, Beaumont CT, Zakrajsek RA. Applying P-Technique Factor Analysis to Explore Person-Specific Models of Readiness-to-Exercise. Front Sports Act Living 2021; 3:685813. [PMID: 34250469 PMCID: PMC8267010 DOI: 10.3389/fspor.2021.685813] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Accepted: 05/24/2021] [Indexed: 11/13/2022] Open
Abstract
Recent research in exercise prescription and periodization has emphasized the importance of subjective experience, both in medium- and long-term monitoring, but also in the acute experience. Emerging evidence also highlights an important role of subjective readiness (pre-exercise mental and physical states) in determining how exercise is experienced, and in acutely modifying the prescribed exercise intensity. The concept of "readiness-to-exercise" shows promise in enabling and informing this acute decision-making to optimize the experiences and outcomes of exercise. While subjective experiences can be effectively assessed using psychometric scales and instruments, these are often developed and deployed using cross-sectional samples, with resulting structures that reflect a normative pattern (nomothetic). These patterns may fail to reflect individual differences in sensitivity, experience and saliency (idiographic). We conducted this research with the primary aim of comparing the nomothetical and idiographic approaches to modeling the relatively novel concept of readiness-to-exercise. Study 1 (nomothetic) therefore analyzed data collected from 572 participants who completed a one-time survey using R-technique factor analysis. Results indicated a four-factor structure that explained 60% of the variance: "health and fitness;" "fatigue;" "vitality" and "physical discomfort." Study 2 (idiographic) included a sample of 29 participants who completed the scale multiple times, between 42 and 56 times: permitting intra-individual analysis using separate P-technique factor analyses. Our analyses suggested that many individuals displayed personal signature, or "profiles" of readiness-to-exercise that differed in structure from the nomothetic form: only two participants' personal signatures contained four structures as modeled in Study 1, whereas the majority demonstrated either two or three factors. These findings raise important questions about how experiential data should be collected and modeled, for use in research (conceptual development and measurement) and applied practice (prescribing, monitoring)-as well as in more applied research (implementation, effectiveness).
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Affiliation(s)
- Kelley Strohacker
- Kinesiology, Recreation, and Sport Studies, The University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Richard Keegan
- Research Institute for Sport and Exercise Science, Faculty of Health, University of Canberra, Bruce, ACT, Australia
| | - Cory T Beaumont
- Kinesiology, Recreation, and Sport Studies, The University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Rebecca A Zakrajsek
- Kinesiology, Recreation, and Sport Studies, The University of Tennessee, Knoxville, Knoxville, TN, United States
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Beaumont CT, Ferrara PM, Strohacker K. Exploring determinants of recalled in-task affective valence during recreational exercise. Physiol Behav 2020; 230:113261. [PMID: 33232740 DOI: 10.1016/j.physbeh.2020.113261] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Revised: 11/19/2020] [Accepted: 11/20/2020] [Indexed: 02/02/2023]
Abstract
Exercise-related affective responses, particularly in-task, have been implicated as influencing behavioral maintenance. An extensive body of literature, primarily using aerobic modes in laboratory settings, has identified a relatively consistent inverse relationship between intensity and affect. This relationship is purported to be partially accounted for by the saliency of interoceptive sensations (i.e., respiratory and heart rates, muscular effort), such that increased saliency elicits decreased affect. In naturalistic settings, exercise is volitional, individuals have comparatively more autonomy over exercise components (i.e., volume, duration, exercise intensity), and less is known regarding contributing factors of affective responses. Recalled affect may be perceived as a less invasive, more logistically feasible construct to measure in such settings. Thus, the purpose of the current study is to explore the basis of recalled affective valence following an acute bout of volitional exercise. Upon leaving the designated exercise area of a university recreation center, respondents (N = 236, 23y±10, 176cm±9.5, 76.9kg±16.2, 31.8% identified women, 68.2% identified men) were asked to complete a pen-and-paper survey regarding the bout they had just completed. Recalled affective valence was rated via 100 mm Visual Analog Scale, and respondents were asked to provide written explanation for the basis of recalled affective valence scores. Recalled affective valence scores were non-normally distributed (Mdn=81; IQR=30.5). Qualitative results indicate that interpretation of exertion and salient interoceptive sensations were mixed, resulting in both pleasant and unpleasant affective responses. Pre-exercise readiness factors (i.e., energy levels, substrate intake, and physical components) also contribute to recalled affective valence and could potentially explain variance in the interpretation of interoceptive sensations. Further research should expand on these findings through a more in-depth interview process and measuring factors of readiness before exercise.
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Affiliation(s)
- C T Beaumont
- University of Tennessee, Knoxville. 1914 Andy Holt Avenue, Knoxville, TN 37996.
| | - P M Ferrara
- University of Tennessee, Knoxville. 1914 Andy Holt Avenue, Knoxville, TN 37996.
| | - K Strohacker
- University of Tennessee, Knoxville. 1914 Andy Holt Avenue, Knoxville, TN 37996.
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