Veterans’ Perspectives on Fitbit Use in Treatment for Post-Traumatic Stress Disorder: An Interview Study
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Abstract
Background: The increase in availability of patient data through consumer health wearable devices and mobile phone sensors provides opportunities for mental health treatment beyond traditional self-report measurements. Previous studies have suggested that wearables can be effectively used to benefit the physical health of people with mental health issues, but little research has explored the integration of wearable devices into mental health care. As such, early research is still necessary to address factors that might impact integration including patients' motivations to use wearables and their subsequent data. Objective: The aim of this study was to gain an understanding of patients’ motivations to use or not to use wearables devices during an intensive treatment program for post-traumatic stress disorder (PTSD). During this treatment, they received a complementary Fitbit. We investigated the following research questions: How did the veterans in the intensive treatment program use their Fitbit? What are contributing motivators for the use and nonuse of the Fitbit? Methods: We conducted semistructured interviews with 13 veterans who completed an intensive treatment program for PTSD. We transcribed and analyzed interviews using thematic analysis. Results: We identified three major motivations for veterans to use the Fitbit during their time in the program: increase self-awareness, support social interactions, and give back to other veterans. We also identified three major reasons certain features of the Fitbit were not used: lack of clarity around the purpose of the Fitbit, lack of meaning in the Fitbit data, and challenges in the veteran-provider relationship. Conclusions: To integrate wearable data into mental health treatment programs, it is important to understand the patient’s perspectives and motivations in using wearables. We also discuss how the military culture and PTSD may have contributed to our participants' behaviors and attitudes toward Fitbit usage. We conclude with possible approaches for integrating patient-generated data into mental health treatment settings that may address the challenges we identified.
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Cites
Using thematic analysis in psychology
Braun, V., & Clarke, V. (2006) · Qualitative Research in Psychology · doi:10.1191/1478088706qp063oa · Cited by 194,414 · see citing works
Qualitative Data Analysis: An Expanded Sourcebook
(1994) · Journal of Environmental Psychology · doi:10.1016/s0272-4944(05)80231-2 · Cited by 48,420 · see citing works
Kessler, R. C., Chiu, W. T., Demler, O., & Walters, E. E. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.6.617 · Cited by 12,052 · see citing works
Guest, G., MacQueen, K., & Namey, E. (2012) · doi:10.4135/9781483384436 · Cited by 7,924 · see citing works
The PHQ-9: A New Depression Diagnostic and Severity Measure
Kroenke, K., & Spitzer, R. L. (2002) · Psychiatric Annals · doi:10.3928/0048-5713-20020901-06 · Cited by 5,898 · see citing works
Blevins, C. A., Weathers, F. W., Davis, M. T., Witte, T. K., & Domino, J. L. (2015) · Journal of Traumatic Stress · doi:10.1002/jts.22059 · Cited by 5,233 · see citing works
Sampling for qualitative research
Marshall, M. N. (1996) · Family Practice · doi:10.1093/fampra/13.6.522 · Cited by 4,293 · see citing works
Wang, P. S., Lane, M., Olfson, M., Pincus, H. A., Wells, K. B., & Kessler, R. C. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.6.629 · Cited by 2,695 · cited 1× · see citing works
“About 41% of these individuals will receive treatment in a variety of different formats and settings [2].”
BackgroundBovin, M. J., Marx, B. P., Weathers, F. W., Gallagher, M. W., Rodriguez, P., Schnurr, P. P., & Keane, T. M. (2016) · Psychological Assessment · doi:10.1037/pas0000254 · Cited by 2,532 · cited 1× · see citing works
“For assessment purposes, veterans were asked to complete four clinical survey assessments regularly to track their symptoms of PTSD (PTSD Checklist for Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition, PCL-5) [56,57], depression (Patient Health Questionnaire-9) [58], negative cognitions (Post-traum…”
MethodKimberly, J. R., & Evanisko, M. J. (1981) · Academy of Management Journal · doi:10.2307/256170 · Cited by 2,386 · see citing works
The Posttraumatic Cognitions Inventory (PTCI): development and validation
Foa, E. B., Ehlers, A., Clark, D. M., Tolin, D. F., & Orsillo, S. M. (1999) · Psychological Assessment · doi:10.1037/1040-3590.11.3.303 · Cited by 1,727 · see citing works
Research summary on the therapeutic relationship and psychotherapy outcome.
Lambert, M. J., & Barley, D. E. (2001) · Psychotherapy: Theory, Research, Practice, Training · doi:10.1037/0033-3204.38.4.357 · Cited by 1,621 · cited 1× · see citing works
“Our theme of veteran-provider relationship is an important finding because the relationship between patient and provider is a critical determinant of successful mental health treatment [78] and has been found to predict improvement in exposure-based treatments for PTSD [79, 80].”
BackgroundA stage-based model of personal informatics systems
Li, I., Dey, A., & Forlizzi, J. (2010) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/1753326.1753409 · Cited by 1,114 · see citing works
Cloître, M., Koenen, K. C., Cohen, L. R., & Han, H. (2002) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.70.5.1067 · Cited by 1,099 · see citing works
Cloitre, M., Koenen, K. C., Cohen, L. R., & Han, H. (2002) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.70.5.1067 · Cited by 1,097 · see citing works
Substance Use Disorders in Patients With Posttraumatic Stress Disorder: A Review of the Literature
Jacobsen, L. K., Southwick, S. M., & Kosten, T. R. (2001) · American Journal of Psychiatry · doi:10.1176/appi.ajp.158.8.1184 · Cited by 1,050 · see citing works
Albeck, J. H. (2001) · American Journal of Psychotherapy · doi:10.1176/appi.psychotherapy.2001.55.2.295 · Cited by 973 · see citing works
Cognitive processing therapy for veterans with military-related posttraumatic stress disorder.
Monson, C. M., Schnurr, P. P., Resick, P. A., Friedman, M. J., Young‐Xu, Y., & Stevens, S. P. (2006) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.74.5.898 · Cited by 860 · see citing works
Digital Phenotyping: Technology for a New Science of Behavior
Insel, T. R. (2017) · JAMA · doi:10.1001/jama.2017.11295 · Cited by 833 · see citing works
Personal Sensing: Understanding Mental Health Using Ubiquitous Sensors and Machine Learning
Mohr, D. C., Zhang, M., & Schueller, S. M. (2017) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-032816-044949 · Cited by 802 · see citing works
Self-citationPatient care information systems and health care work: a sociotechnical approach
Berg, M. (1999) · International Journal of Medical Informatics · doi:10.1016/s1386-5056(99)00011-8 · Cited by 786 · see citing works
Understanding quantified-selfers' practices in collecting and exploring personal data
Choe, E. K., Lee, N. B., Lee, B., Pratt, W., & Kientz, J. A. (2014) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/2556288.2557372 · Cited by 766 · see citing works
Fulton, J. J., Calhoun, P. S., Wagner, H. R., Schry, A. R., Hair, L. P., Feeling, N. R., Elbogen, E. B., & Beckham, J. C. (2015) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2015.02.003 · Cited by 694 · see citing works
Cresswell, K., & Sheikh, A. (2013) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2012.10.007 · Cited by 690 · cited 2× · see citing works
“Finally, the successful implementation of any technology requires a well-designed implementation and user training plan [76].”
BackgroundChorpita, B. F., & Daleiden, E. L. (2009) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0014565 · Cited by 687 · see citing works
Exercise Interventions for Mental Health: A Quantitative and Qualitative Review.
Stathopoulou, G., Powers, M. B., Berry, A. C., Smits, J. A. J., & Otto, M. W. (2006) · Clinical Psychology: Science and Practice · doi:10.1111/j.1468-2850.2006.00021.x · Cited by 663 · see citing works
Sleep disturbances as the hallmark of PTSD: where are we now?
Germain, A. (2013) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2012.12040432 · Cited by 634 · see citing works
Li, I., Dey, A. K., & Forlizzi, J. (2011) · ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) · doi:10.1145/2030112.2030166 · Cited by 460 · see citing works
Computer Technology and Clinical Work: Still Waiting for Godot
Wears, R. L., & Berg, M. (2005) · JAMA · doi:10.1001/jama.293.10.1261 · Cited by 448 · see citing works
Seal, K. H., Maguen, S., Cohen, B. E., Gima, K. S., Metzler, T. J., Ren, L., Bertenthal, D., & Marmar, C. R. (2010) · Journal of Traumatic Stress · doi:10.1002/jts.20493 · Cited by 418 · see citing works
Yoga as an Adjunctive Treatment for Posttraumatic Stress Disorder: A Randomized Controlled Trial
van der Kolk, B. A., Stone, L., West, J., Rhodes, A., Emerson, D., Suvak, M., & Spinazzola, J. (2014) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.13m08561 · Cited by 389 · cited 1× · see citing works
“More recently, evidence suggests that wellness interventions such as mindfulness and yoga may also have positive benefits in the treatment of PTSD [36,37].”
BackgroundDevelopment and validation of the Trauma-Related Guilt Inventory (TRGI).
Kubany, E. S., Haynes, S. N., Abueg, F. R., Manke, F. P., Brennan, J., & Stahura, C. (1996) · Psychological Assessment · doi:10.1037/1040-3590.8.4.428 · Cited by 380 · see citing works
Jakupcak, M., Cook, J., Imel, Z. E., Fontana, A., Rosenheck, R., & McFall, M. M. (2009) · Journal of Traumatic Stress · doi:10.1002/jts.20423 · Cited by 368 · see citing works
Residual insomnia following cognitive behavioral therapy for PTSD
Zayfert, C., & DeViva, J. C. (2004) · Journal of Traumatic Stress · doi:10.1023/b:jots.0000014679.31799.e7 · Cited by 340 · see citing works
Sleep Disturbances in Patients with Post-Traumatic Stress Disorder
Maher, M. J., Rego, S. A., & Asnis, G. M. (2006) · CNS Drugs · doi:10.2165/00023210-200620070-00003 · Cited by 337 · see citing works
Cloitre, M., Chase Stovall-McClough, K., Miranda, R., & Chemtob, C. M. (2004) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.72.3.411 · Cited by 333 · see citing works
Rosenbaum, S., Vancampfort, D., Steel, Z., Newby, J., Ward, P. B., & Stubbs, B. (2015) · Psychiatry Research · doi:10.1016/j.psychres.2015.10.017 · Cited by 333 · see citing works
Kehle-Forbes, S. M., Meis, L. A., Spoont, M. R., & Polusny, M. A. (2016) · Psychological Trauma: Theory, Research, Practice, and Policy · doi:10.1037/tra0000065 · Cited by 322 · see citing works
Rapport: A key to treatment success
Leach, M. J. (2005) · Complementary Therapies in Clinical Practice · doi:10.1016/j.ctcp.2005.05.005 · Cited by 257 · see citing works
Does cognitive–behavioral therapy for PTSD improve perceived health and sleep impairment?
Galovski, T. E., Monson, C., Bruce, S. E., & Resick, P. A. (2009) · Journal of Traumatic Stress · doi:10.1002/jts.20418 · Cited by 223 · see citing works
Chung, C.-F., Dew, K., Cole, A., Zia, J., Fogarty, J., Kientz, J. A., & Munson, S. A. (2016) · Proceedings of the 19th ACM Conference on Computer-Supported Cooperative Work & Social Computing · doi:10.1145/2818048.2819926 · Cited by 222 · see citing works
US veterans and their unique issues: enhancing health care professional awareness
Olenick, M., Flowers, M., & Diaz, V. J. (2015) · Advances in Medical Education and Practice · doi:10.2147/amep.s89479 · Cited by 210 · see citing works
Meditation for posttraumatic stress: systematic review and meta-analysis
Hilton, L., Maher, A. R., Colaiaco, B., Apaydin, E., Sorbero, M. E., Booth, M., Shanman, R. M., & Hempel, S. (2017) · Psychological Trauma: Theory, Research, Practice, and Policy · doi:10.1037/tra0000180 · Cited by 196 · see citing works
Exercise augmentation of exposure therapy for PTSD: rationale and pilot efficacy data
Powers, M. B., Medina, J. L., Burns, S., Kauffman, B. Y., Monfils, M., Asmundson, G. J. G., Diamond, A., McIntyre, C., & Smits, J. A. J. (2015) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2015.1012740 · Cited by 194 · see citing works
Integrated behavioral health in primary care: Step-by-step guidance for assessment and intervention.
Hunter, C. L., Goodie, J. L., Oordt, M. S., & Dobmeyer, A. C. (2016) · American Psychological Association eBooks · doi:10.1037/0000017-000 · Cited by 191 · see citing works
Zeiss, A. M., & Karlin, B. E. (2008) · Journal of Clinical Psychology in Medical Settings · doi:10.1007/s10880-008-9100-4 · Cited by 190 · see citing works
Investigating health management practices of individuals with diabetes
Mamykina, L., Mynatt, E. D., & Kaufman, D. R. (2006) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/1124772.1124910 · Cited by 175 · see citing works
Ash, J. (1997) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.1997.0040102 · Cited by 174 · see citing works
Residual sleep disturbances following PTSD treatment in active duty military personnel.
Pruiksma, K. E., Taylor, D. J., Wachen, J. S., Mintz, J., Young‐McCaughan, S., Peterson, A. L., Yarvis, J. S., Borah, E. V., Dondanville, K. A., Litz, B. T., et al. (2016) · Psychological Trauma Theory Research Practice and Policy · doi:10.1037/tra0000150 · Cited by 164 · see citing works
Aittasalo, M., Miilunpalo, S. I., Kukkonen-Harjula, K. T., & Pasanen, M. E. (2005) · Preventive Medicine · doi:10.1016/j.ypmed.2005.10.003 · Cited by 154 · see citing works
Naslund, J. A., Aschbrenner, K. A., Barre, L. K., & Bartels, S. J. (2015) · Telemedicine and e-Health · doi:10.1089/tmj.2014.0105 · Cited by 144 · see citing works
Seto, E., Leonard, K. J., Cafazzo, J. A., Barnsley, J. M., Masino, C., & Ross, H. J. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.1912 · Cited by 140 · see citing works
Chung, C.-F., Cook, J., Bales, E., Zia, J. K., & Munson, S. A. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4364 · Cited by 125 · see citing works
Watts, B. V., Shiner, B. R., Zubkoff, L., Carpenter-Song, E. A., Ronconi, J. M., & Coldwell, C. M. (2014) · Psychiatric Services · doi:10.1176/appi.ps.201300176 · Cited by 125 · see citing works
Nebeker, C., Harlow, J., Giacinto, R. E., Linares-Orozco, R., Bloss, C. S., & Weibel, N. (2017) · AJOB Empirical Bioethics · doi:10.1080/23294515.2017.1403980 · Cited by 107 · see citing works
Cook, J. D., Prairie, M. L., & Plante, D. T. (2017) · Journal of Affective Disorders · doi:10.1016/j.jad.2017.04.030 · Cited by 105 · see citing works
Ubiquitous Computing Technology for Just-in-Time Motivation of Behavior Change
Intille, S. S. (2004) · Studies in health technology and informatics · doi:10.3233/978-1-60750-949-3-1434 · Cited by 98 · see citing works
Miyamoto, S., Henderson, S., Young, H. M., Pande, A., & Han, J. J. (2016) · JMIR mhealth and uhealth · doi:10.2196/mhealth.4814 · Cited by 94 · see citing works
Presenting Concerns of Veterans Entering Treatment for Posttraumatic Stress Disorder
Rosen, C. S., Adler, E. P., & Tiêt, Q. Q. (2013) · Journal of Traumatic Stress · doi:10.1002/jts.21841 · Cited by 88 · see citing works
The Quantified Patient in the Doctor's Office
West, P. A., Giordano, R., Kleek, M. G. V., & Shadbolt, N. (2016) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2858036.2858445 · Cited by 81 · see citing works
Sharing Patient-Generated Data in Clinical Practices: An Interview Study.
Zhu, H., Colgan, J. C., Reddy, M. C., & Choe, E. K. (2016) · PubMed Central · Cited by 80 · see citing works
Self-citationAbrantes, A. M., Blevins, C. E., Battle, C. L., Read, J. P., Gordon, A. L., & Stein, M. D. (2017) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2017.07.006 · Cited by 78 · see citing works
Kahn, J. R., Collinge, W., & Soltysik, R. C. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5800 · Cited by 74 · see citing works
Enhancing Veteran-centered care
Johnson, B. S., Boudiab, L. D., Freundl, M., et al. (2013) · AJN American Journal of Nursing · doi:10.1097/01.naj.0000431913.50226.83 · Cited by 72 · see citing works
Privacy Implications of Wearable Health Devices
Paul, G., & Irvine, J. M. (2014) · International Conference on Security of Information and Networks (SIN) · doi:10.1145/2659651.2659683 · Cited by 68 · see citing works
Veterans’ perspectives on initiating evidence-based psychotherapy for posttraumatic stress disorder.
Hundt, N. E., Mott, J. M., Miles, S. R., Arney, J., Cully, J. A., & Stanley, M. A. (2015) · Psychological Trauma Theory Research Practice and Policy · doi:10.1037/tra0000035 · Cited by 66 · see citing works
Interventions to Improve Veterans’ Access to Care: A Systematic Review of the Literature
Kehle, S. M., Greer, N. L., Rutks, I. R., & Wilt, T. J. (2011) · Journal of General Internal Medicine · doi:10.1007/s11606-011-1849-8 · Cited by 66 · see citing works
Harvey, M. M., Rauch, S. A. M., Zalta, A. K., Sornborger, J., Pollack, M. H., ROTHBAUM, B. O., Laifer, L. M., & Simon, N. M. (2017) · FOCUS The Journal of Lifelong Learning in Psychiatry · doi:10.1176/appi.focus.20170022 · Cited by 64 · see citing works
Self-citationActigraphic sleep monitoring in posttraumatic stress disorder (PTSD) patients
Dagan, Y., Zinger, Y., & Lavie, P. (1997) · Journal of Psychosomatic Research · doi:10.1016/s0022-3999(97)00013-5 · Cited by 61 · see citing works
Reddy, M. C., McDonald, D. W., Pratt, W., & Shabot, M. M. (2004) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2004.11.010 · Cited by 58 · see citing works
Self-citationWatson, A. J., Kvedar, J. C., Rahman, B., Pelletier, A. C., Salber, G. J., & Grant, R. W. (2009) · Journal of Diabetes Science and Technology · doi:10.1177/193229680900300216 · Cited by 54 · see citing works
Acceptability of the Fitbit in behavioural activation therapy for depression: a qualitative study
Chum, J., Kim, M. S., Zielinski, L., Bhatt, M., Chung, D. C., Yeung, S., Litke, K., McCabe, K., Whattam, J., Garrick, L., et al. (2017) · Evidence-Based Mental Health · doi:10.1136/eb-2017-102763 · Cited by 52 · see citing works
Haun, J. N., Chavez, M., Nazi, K. M., Antinori, N., Melillo, C., Cotner, B. A., Hathaway, W. A., Cook, A., Wilck, N. R., & Noonan, A. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.8614 · Cited by 35 · see citing works
Whealin, J. M., Jenchura, E. C., Wong, A. C., & Zulman, D. M. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5594 · Cited by 30 · see citing works
Connected Health Devices for Health Care in French General Medicine Practice: Cross-Sectional Study
Amrani, L. E., Engberink, A. O., Ninot, G., Hayot, M., & Carbonnel, F. (2017) · JMIR mhealth and uhealth · doi:10.2196/mhealth.7427 · Cited by 26 · see citing works
Late-Life Depression: A Role for Accelerometer Technology in Diagnosis and Management
Vahia, I. V., & Sewell, D. D. (2016) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2015.15081000 · Cited by 23 · see citing works
Toward Impactful Collaborations on Computing and Mental Health
Calvo, R. A., Dinakar, K., Picard, R. W., Christensen, H. M., & Torous, J. B. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9021 · Cited by 19 · see citing works
Exposure Therapy: Promoting Emotional Processing of Pathological Anxiety
Zalta, A. K., & Foa, E. B. (2012) · doi:10.1002/9781118470886.ch4 · Cited by 13 · see citing works
Self-citationAschbrenner, K., Mueser, K., Naslund, J., Gorin, A. A., Zawacki, S. A., Pratt, S., Kinney, A., & Bartels, S. (2017) · Community mental health journal · doi:10.1007/s10597-017-0100-4 · Cited by 12 · see citing works
Teo, A. R., Marsh, H. E., Liebow, S. B., Chen, J. I., Forsberg, C. W., Nicolaidis, C., Saha, S., & Dobscha, S. K. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9007 · Cited by 10 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- [30]Martell CR Dimidjian S Herman-Dunn R Behavioral Activation for Depression: A Clinician's Guide 2013 New York City, NY Guilford Press
- [32]American Psychiatric Association Diagnostic and Statistical Manual of Mental Disorders, 5th Edition: DSM-5 2013 Arlington, VA American Psychiatric Publishing
- [86]Department of Veterans Affairs 2017 2018-03-15 Women Veterans Report: The Past, Present, and Future of Women Veterans https://www.va.gov/vetdata/docs/SpecialReports/Women_Veterans_2015_Final.pdf 30080363
Cited by
Sorted by citations
Borghouts, J., Eikey, E., Mark, G., De Leon, C., Schueller, S. M., Schneider, M., Stadnick, N., Zheng, K., Mukamel, D., & Sorkin, D. H. (2021) · Journal of Medical Internet Research · doi:10.2196/24387 · Cited by 1,069 · see citing works
“Single coder approaches are methodologically sound when they include checks on validity and reliability [25].”
BackgroundSelf-citationNicholas, J., Shilton, K., Schueller, S. M., Gray, E. L., Kwasny, M. J., & Mohr, D. C. (2019) · JMIR mHealth and uHealth · doi:10.2196/12578 · Cited by 77 · see citing works
Self-citation
- Authors
- Ng, A., Reddy, M., Zalta, A. K., & Schueller, S. M.
- Affiliations
- Northwestern University (US)
- Rush University Medical Center (US)
- Corresponding author
- Ng, Ada
- Venue
- JMIR Mental Health
- Publisher
- JMIR Publications Inc.
- Published
- 2018-06-15
- Volume
- 5
- Issue
- 2
- Pages
- e10415
- ISSN
- 2368-7959 (ISSN-L)
- PMC
- PMC6026306
- OpenAlex
- W2802133293
- Cited by
- 37
- References
- 80
- Citations by year
- 2026: 2 · 2025: 5 · 2024: 5 · 2023: 6 · 2022: 4 · 2021: 7 · 2020: 5 · 2019: 3
- FWCI
- 5.72
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- JMIR Mental Health (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- U.S. Department of Veterans Affairs (5R25MH08091607)
- Robert Wood Johnson Foundation
- Northwestern University (5R25MH08091607)
- George Washington University
- Health Services Research and Development
- Washington University in St. Louis (5R25MH08091607)
- National Institutes of Health (UL1TR001422)
- Quality Enhancement Research Initiative (5R25MH08091607)
- National Institute of Mental Health (K23MH103394, K08MH102336, R25MH080916)
- National Center for Advancing Translational Sciences
- Topics
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Physical Sciences › Computer Science › Human-Computer Interaction › Innovative Human-Technology Interaction
- Keywords
- Fitbit, wearable devices, post-traumatic stress disorder, veterans, intensive treatment program, patient motivation, patient-generated health data, self-awareness, social support, military culture
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