Efficacy of digital health interventions on depression and anxiety in patients with cardiac disease: a systematic review and meta-analysis
Open accessAbstract
Abstract Aims Depression and anxiety have a detrimental effect on the health outcomes of patients with heart disease. Digital health interventions (DHIs) could offer a solution to treat depression and anxiety in patients with heart disease, but evidence of its efficacy remains scarce. This review summarizes the latest data about the impact of DHIs on depression/anxiety in patients with cardiac disease. Methods and results Articles from 2000 to 2021 in English were searched through electronic databases (PubMed, Cochrane Library, and Embase). Articles were included if they incorporated a randomized controlled trial design for patients with cardiac disease and used DHIs in which depression or anxiety was set as outcomes. A systematic review and meta-analysis were performed. A total of 1675 articles were included and the screening identified a total of 17 articles. Results indicated that telemonitoring systems have a beneficial effect on depression [standardized mean difference for depression questionnaire score −0.78 (P = 0.07), −0.55 (P < 0.001), for with and without involving a psychological intervention, respectively]. Results on PC or cell phone–based psychosocial education and training have also a beneficial influence on depression [standardized mean difference for depression questionnaire score −0.49 (P = 0.009)]. Conclusion Telemonitoring systems for heart failure and PC/cell phone–based psychosocial education and training for patients with heart failure or coronary heart disease had a beneficial effect especially on depression. Regarding telemonitoring for heart failure, this effect was reached even without incorporating a specific psychological intervention. These results illustrate the future potential of DHIs for mental health in cardiology.
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A recent meta-analysis found that web-based health interventions in cardiac patients have beneficial effects on depression.
“A recent meta-analysis found that web-based health interventions in cardiac patients have beneficial effects on depression.17”
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Cites
Measuring inconsistency in meta-analyses
Higgins, J. P. T., Thompson, S. G., Deeks, J. J., & Altman, D. G. (2003) · BMJ · doi:10.1136/bmj.327.7414.557 · Cited by 63,139 · see citing works
2021 ESC guidelines for the diagnosis and treatment of acute and chronic heart failure
McDonagh, T. A., Metra, M., Adamo, M., Gardner, R. S., Baumbach, A., Böhm, M., Burri, H., Butler, J., Čelutkienė, J., Chioncel, O., et al. (2021) · European Heart Journal · doi:10.1093/eurheartj/ehab368 · Cited by 13,344 · see citing works
Self-citationMeta-Analytic Procedures for Social Research.
Metcalfe, A., & Rosenthal, R. (1994) · Journal of the Royal Statistical Society Series D (The Statistician) · doi:10.2307/2348600 · Cited by 4,249 · see citing works
Virtual Reality in the Assessment, Understanding, and Treatment of Mental Health Disorders
Freeman, D., Reeve, S., Robinson, A., Ehlers, A., Clark, D., Spanlang, B., & Slater, M. (2017) · Psychological Medicine · doi:10.1017/s003329171700040x · Cited by 1,428 · see citing works
Variance imputation for overviews of clinical trials with continuous response
Follmann, D. A., Elliott, P., Suh, I., & Cutler, J. A. (1992) · Journal of Clinical Epidemiology · doi:10.1016/0895-4356(92)90054-q · Cited by 1,391 · see citing works
Collaborative care for depression and anxiety problems
Archer, J., Bower, P., Gilbody, S., Lovell, K., Richards, D., Gask, L., Dickens, C., & Coventry, P. (2012) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd006525.pub2 · Cited by 1,126 · see citing works
Firth, J., Torous, J., Nicholas, J., Carney, R., Pratap, A., Rosenbaum, S., & Sarris, J. (2017) · World Psychiatry · doi:10.1002/wps.20472 · Cited by 1,097 · see citing works
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 · cited 1× · see citing works
“A previous systematic review mentioned the barriers to user engagement with DHIs for mental health.(48) Because patients with heart disease represent a different population than relatively young psychiatric patients, it is important to understand the specific characteristics and personal preferences of the target popu…”
BackgroundPage, M. J., & Moher, D. (2017) · Systematic Reviews · doi:10.1186/s13643-017-0663-8 · Cited by 769 · see citing works
Depression and anxiety in heart failure: a review.
Celano, C. M., Villegas, A. C., Albanese, A. M., Gaggin, H. K., & Huffman, J. C. (2018) · Harvard Review of Psychiatry · doi:10.1097/hrp.0000000000000162 · Cited by 610 · see citing works
Blood pressure control by home monitoring: meta-analysis of randomised trials
Cappuccio, F. P., Kerry, S., Forbes, L. J. L., & Donald, A. (2004) · BMJ · doi:10.1136/bmj.38121.684410.ae · Cited by 503 · see citing works
Davies, E. B., Morriss, R., & Glazebrook, C. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3142 · Cited by 499 · see citing works
Ebert, D. D., Van Daele, T., Nordgreen, T., Karekla, M., Compare, A., Zarbo, C., Brugnera, A., Øverland, S., Trebbi, G., Jensen, K. L., et al. (2018) · European Psychologist · doi:10.1027/1016-9040/a000318 · Cited by 437 · see citing works
Bower, P., Gilbody, S., Richards, D., Fletcher, J., & Sutton, A. (2006) · British Journal of Psychiatry · doi:10.1192/bjp.bp.106.023655 · Cited by 429 · see citing works
Vaccarino, V., Badimon, L., Bremner, J. D., Cenko, E., Cubedo, J., Dorobantu, M., Duncker, D. J., Koller, A., Manfrini, O., Milicic, D., et al. (2020) · European Heart Journal · doi:10.1093/eurheartj/ehy913 · Cited by 404 · see citing works
Psychological interventions for coronary heart disease: Cochrane systematic review and meta-analysis
Richards, S. H., Anderson, L., Jenkinson, C. E., Whalley, B., Rees, K., Davies, P., Bennett, P., Liu, Z., West, R., Thompson, D. R., et al. (2018) · European Journal of Preventive Cardiology · doi:10.1177/2047487317739978 · Cited by 319 · see citing works
Remote Monitoring of Patients With Heart Failure: An Overview of Systematic Reviews
Bashi, N. G. G., Karunanithi, M., Fatehi, F., Ding, H., & Walters, D. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6571 · Cited by 312 · see citing works
Dale, L. P., Whittaker, R., Jiang, Y., Stewart, R., Rolleston, A. K., & Maddison, R. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4944 · Cited by 282 · see citing works
Scherrenberg, M., Wilhelm, M., Hansen, D., Völler, H., Cornelissen, V., Frederix, I., Kemps, H., & Dendale, P. (2021) · European Journal of Preventive Cardiology · doi:10.1177/2047487320939671 · Cited by 251 · see citing works
Self-citationWhitelaw, S., Pellegrini, D. M., Mamas, M. A., Cowie, M., & Van Spall, H. G. C. (2021) · European Heart Journal - Digital Health · doi:10.1093/ehjdh/ztab005 · Cited by 241 · see citing works
Implementation strategies for digital mental health interventions in health care settings.
Graham, A. K., Lattie, E. G., Powell, B. J., Lyon, A. R., Smith, J. D., Schueller, S. M., Stadnick, N. A., Brown, C. H., & Mohr, D. C. (2020) · American Psychologist · doi:10.1037/amp0000686 · Cited by 236 · see citing works
Collaborative care for depression and anxiety problems
Young, C. F., & Skorga, P. (2013) · International Journal of Evidence-Based Healthcare · doi:10.1111/1744-1609.12043 · Cited by 222 · see citing works
mHealth in Cardiovascular Health Care
Chow, C. K., Ariyarathna, N., Islam, S. M. S., Thiagalingam, A., & Redfern, J. (2016) · Heart Lung and Circulation · doi:10.1016/j.hlc.2016.04.009 · Cited by 197 · see citing works
Batastini, A. B., Paprzycki, P., Jones, A. C. T., & MacLean, N. (2021) · Clinical Psychology Review · doi:10.1016/j.cpr.2020.101944 · Cited by 181 · see citing works
Davidson, K. W., Bigger, J. T., Burg, M. M., Carney, R. M., Chaplin, W. F., Czajkowski, S., Dornelas, E., Duer-Hefele, J., Frasure-Smith, N., Freedland, K. E., et al. (2013) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2013.915 · Cited by 162 · see citing works
Primary Results of the Patient-Centered Disease Management (PCDM) for Heart Failure Study
Bekelman, D. B., Plomondon, M. E., Carey, E., Sullivan, M. D., Nelson, K. M., Hattler, B. G. J., McBryde, C. F., Lehmann, K. G., Gianola, K., Heidenreich, P. A., et al. (2015) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2015.0315 · Cited by 159 · see citing works
From Research to Practice: Ten Lessons in Delivering Digital Mental Health Services
Titov, N., Hadjistavropoulos, H. D., Nielssen, O. B., Mohr, D. C., Andersson, G., & Dear, B. F. (2019) · Journal of Clinical Medicine · doi:10.3390/jcm8081239 · Cited by 117 · see citing works
Norlund, F., Wallin, E., Olsson, E. M. G., Wallert, J., Burell, G., von Essen, L., & Held, C. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9710 · Cited by 110 · see citing works
Vieira, Á., de Melo, C. A., Machado, J. P., & Gabriel, J. (2017) · Disability and Rehabilitation Assistive Technology · doi:10.1080/17483107.2017.1297858 · Cited by 108 · see citing works
Clinical and psychological telemonitoring and telecare of high risk heart failure patients
Villani, A., Malfatto, G., Compare, A., Rosa, F. D., Bellardita, L., Branzi, G., Molinari, E., & Parati, G. (2014) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x14555644 · Cited by 90 · see citing works
Impact of Telehealth on Patient Self-management of Heart Failure: A Review of Literature
Radhakrishnan, K., & Jacelon, C. (2012) · Journal of Cardiovascular Nursing · doi:10.1097/jcn.0b013e318216a6e9 · Cited by 81 · see citing works
Improving the Intensive Care Patient Experience With Virtual Reality—A Feasibility Study
Ong, T. L., Ruppert, M. M., Akbar, M., Rashidi, P., Ozrazgat-Baslanti, T., Bihorac, A., & Suvajdzic, M. (2020) · Critical Care Explorations · doi:10.1097/cce.0000000000000122 · Cited by 80 · see citing works
Bąk, E. S., Dąbrowski, R., Piotrowicz, E., Chwyczko, T., Dobraszkiewicz-Wasilewska, B., Kowalik, I., Kazimierska, B., Jędrzejczyk, B., Smolis, R., Gepner, K., et al. (2015) · International Journal of Cardiology · doi:10.1016/j.ijcard.2015.07.041 · Cited by 70 · see citing works
for the Israel Heart Failure Disease Management Study (IHF-DMS) investigators, Kalter‐Leibovici, O., Freimark, D., Freedman, L. S., Kaufman, G., Ziv, A., Murad, H., Benderly, M., SILVERMAN, B. G., Friedman, N. L., et al. (2017) · BMC Medicine · doi:10.1186/s12916-017-0855-z · Cited by 70 · see citing works
Sasseville, M., LeBlanc, A., Boucher, M., Dugas, M., Mbemba, G. I. C., Tchuente, J., Chouinard, M., Beaulieu, M., Beaudet, N., Skidmore, B., et al. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-044437 · Cited by 68 · see citing works
Hegel, M. T., Imming, J., Cyr‐Provost, M., Noël, P. H., Areán, P. A., & Unützer, J. (2002) · Families Systems & Health · doi:10.1037/h0089475 · Cited by 66 · see citing works
Freedenberg, V. A., Thomas, S. A., & Friedmann, E. (2010) · Heart Failure Clinics · doi:10.1016/j.hfc.2010.08.008 · Cited by 63 · see citing works
Koehler, J., Stengel, A., Hofmann, T., Wegscheider, K., Koehler, K., Sehner, S., Rose, M., Deckwart, O., Anker, S. D., Koehler, F., et al. (2020) · European Journal of Heart Failure · doi:10.1002/ejhf.2025 · Cited by 60 · see citing works
Giallauria, F., Lucci, R., Pilerci, F., Lorenzo, A. D., Manakos, A., Psaroudaki, M., Dâ€TMAgostino, M., Vitelli, A., Maresca, L., Forno, D. D., et al. (2016) · Monaldi Archives for Chest Disease · doi:10.4081/monaldi.2006.536 · Cited by 45 · see citing works
Islam, S. M. S., Chow, C. K., Redfern, J., Kok, C., Rådholm, K., Stepien, S., Rodgers, A., & Hackett, M. L. (2019) · BMJ Open · doi:10.1136/bmjopen-2018-022637 · Cited by 44 · see citing works
Ramaekers, B. L. T., Janssen-Boyne, J. J., Gorgels, A. P. M., & Vrijhoef, H. J. (2009) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2009.0160 · Cited by 42 · see citing works
O'Neil, A. E., Taylor, C. B., Hare, D. L., Sanderson, K. A., Cyril, S., Venugopal, K., Chan, B., Atherton, J. J., Hawkes, A. L., Walters, D., et al. (2014) · European Journal of Preventive Cardiology · doi:10.1177/2047487314547655 · Cited by 42 · see citing works
Schulz, S. M., Ritter, O., Zniva, R., Nordbeck, P., Wacker, C., Jack, M., Groschup, G., Deneke, T., Puppe, F., Ertl, G., et al. (2020) · European Heart Journal · doi:10.1093/eurheartj/ehz134 · Cited by 35 · see citing works
Piotrowicz, E., Piotrowski, W., & Piotrowicz, R. (2015) · Annals of Noninvasive Electrocardiology · doi:10.1111/anec.12320 · Cited by 31 · see citing works
Habibović, M., Denollet, J., Cuijpers, P., van der Voort, P. H., Herrman, J.-P., Bouwels, L., Valk, S. D. A., Alings, M., Theuns, D. A. M. J., & Pedersen, S. S. (2017) · Health Psychology · doi:10.1037/hea0000451 · Cited by 26 · see citing works
Collaborative care intervention for patients with chronic heart failure
Cui, X., Dong, W., Zheng, H., & Li, H. (2019) · Medicine · doi:10.1097/md.0000000000014867 · Cited by 24 · see citing works
Justyna, M., Wąsek, W., Kamiński, B., Piotrowicz, K., & Krzesiński, P. (2020) · Kardiologia Polska · doi:10.33963/kp.15528 · Cited by 19 · see citing works
The Effect of Virtual Reality (VR) on Psychological Disorders in Cancer Caseses
Aliakbari, M., Alipor, A., Ebrahimi-Moghadam, H., & Fekraty, M. (2017) · Military Caring Sciences · doi:10.29252/mcs.4.1.49 · Cited by 8 · see citing works
Flagged first, then by citations
2 of the 50 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- [25]Hessabi M, Sajjadi M, Shareinia H, Rouhani M. The effect of virtual reality on anxiety and quality of sleep in patients in cardiac care unit. Int J Pharm Phytopharm Res 2020; 10: 37– 42.
Cited by
Sorted by citations
Zhou, Z., Jin, D., He, J., Zhou, S., Wu, J., Wang, S., Yang, Z., & Feng, T. (2024) · Journal of Medical Internet Research · doi:10.2196/50959 · Cited by 40 · see citing works
Fatouros, P., Tsirmpas, C., Andrikopoulos, D., Kaplow, S., Kontoangelos, K. A., & Papageorgiou, C. (2025) · npj Digital Medicine · doi:10.1038/s41746-025-01511-7 · Cited by 27 · see citing works
Johnson, E., Corrick, S., Isley, S., Vandermeer, B., Dolgoy, N., Bates, J., Godfrey, E., Soltys, C., Muir, C., Vohra, S., et al. (2024) · PLOS Digital Health · doi:10.1371/journal.pdig.0000435 · Cited by 24 · see citing works
2026 ESC Guidelines on cardiac rehabilitation
Bäck, M., Wilhelm, M., Marcin, T., Machado, F. V. C., Sandberg, A., Buccheri, S., Conde, A. C., Czapla, M., Rosa, S. D., Gibson, I., et al. (2026) · European Heart Journal · doi:10.1093/eurheartj/ehag099 · Cited by 18 · see citing works
Digital Health Education for Chronic Lung Disease: Scoping Review
Sun, C., Dai, H., van der Kleij, R., Li, R., Wu, H.-P., Hallensleben, C., Willems, S. H., & Chavannes, N. H. (2025) · Journal of Medical Internet Research · doi:10.2196/53142 · Cited by 12 · see citing works
Optimizing cardiac telerehabilitation programs: psychological, social, and implementation factors
Micheluzzi, V., Merella, P., Burrai, F., Canu, A., Sircana, A., Marongiu, B., Soro, G., & Casu, G. (2026) · Current Problems in Cardiology · doi:10.1016/j.cpcardiol.2026.103290 · Cited by 11 · see citing works
Zhu, J., Xie, J., Luo, Y., Dong, X., Lu, Z., Zhang, H., Wang, J., Liu, M., & Cheng, A. S. K. (2025) · Journal of Medical Internet Research · doi:10.2196/74414 · Cited by 11 · see citing works
Skov, O., Johansen, J. B., Nielsen, J. C., Larroudé, C. E., Riahi, S., Melchior, T. M., Vinther, M., Skovbakke, S. J., Rottmann, N., Wiil, U. K., et al. (2023) · Europace · doi:10.1093/europace/euad253 · Cited by 10 · see citing works
“17 The ACQUIRE-ICD intervention seeks to address these needs by delivering a web-based intervention that include monthly monitoring of patients’ mental health and health status, offering additional support when needed by the individual patient.”
Digital Emotion Regulation Interventions for Patients With Congenital Heart Disease
Pruessner, L., Hartmann, S., Ehmann, A.-L., Barnow, S., Bauer, U. M. M., & Helm, P. (2025) · JAMA Network Open · doi:10.1001/jamanetworkopen.2025.38813 · Cited by 7 · see citing works
Sugiharto, F., Yanny Trisyani, W., Nuraeni, A., & Abdullah, K. L. (2025) · Patient Preference and Adherence · doi:10.2147/ppa.s568141 · Cited by 5 · see citing works
Digital health interventions for perioperative patient-reported outcomes: a network meta-analysis
Luo, Z., Zhou, R., Wei, J., Nong, K., Peng, X., Chen, L., Li, P., Deng, S., Ou, M., Ye, L., et al. (2026) · npj Digital Medicine · doi:10.1038/s41746-026-02398-8 · Cited by 5 · see citing works
Beyond reality: Using the Metaverse to enhance mental health in heart failure patients
Skalidis, I., Koutromanos, I., Chatzidaki, E., Kachrimanidis, I., & Maurizi, N. (2023) · Hellenic Journal of Cardiology · doi:10.1016/j.hjc.2023.05.003 · Cited by 5 · see citing works
Trache, D., Șerbănoiu, L. I., Bistriceanu, M. I. A., Olteanu, G., Andronic, O., Călin, L., & Busnatu, Ș. (2025) · Medicina · doi:10.3390/medicina61040635 · Cited by 4 · see citing works
Shiner, C. T., Li, I., Millard, M., & Mahoney, A. (2024) · Disability and Rehabilitation Assistive Technology · doi:10.1080/17483107.2024.2389208 · Cited by 4 · see citing works
Павловна, Л. Н., Golubev, M. V., & Zaitsev, V. P. (2023) · Cardiosomatics · doi:10.17816/cs502983 · Cited by 3 · see citing works
Conversational AI for remote monitoring in heart failure: a prospective controlled pilot study
Olivella, A., Méndez, A. B., García, E. G., Torregimeno, A. O., Ródenas‐Alesina, E., López, R. A., Pelaez, T. M., Soriano-Colomé, T., Sao‐Avilés, A., Uribarri, A., et al. (2026) · European Heart Journal - Digital Health · doi:10.1093/ehjdh/ztag032 · Cited by 2 · see citing works
Fakes, K., Hobden, B., Zwar, N. A., Collins, N., Oldmeadow, C. J., Paolucci, F., Davies, A. J., Fernando, I., McGee, M., Williams, T. D., et al. (2024) · Digital Health · doi:10.1177/20552076241256503 · Cited by 2 · see citing works
Ho, B. K. Y., Chong, M. S., Ma, L. W. L., Tc, Y., Thompson, D. R., & Wang, W. (2025) · European Journal of Cardiovascular Nursing · doi:10.1093/eurjcn/zvaf225 · Cited by 1 · see citing works
Chau, L. W., Lou, H., Murphy, J., Nguyen, V. C., Small, W., Samji, H., & O’Neil, J. (2024) · BMC Health Services Research · doi:10.1186/s12913-024-12036-2 · Cited by 1 · see citing works
Um Estudo Sobre o Conceito de Angústia
Vieira, F. F. P., & Neto, F. L. (2023) · ID on line REVISTA DE PSICOLOGIA · doi:10.14295/idonline.v17i67.3754
Wetzler, H. F., Boyle, A., Hobden, B., Sverdlov, A. L., Zwar, N. A., Hungerford, R., Collins, N. J., Williams, T. D., Paolucci, F., Robson, C., et al. (2026) · Health Psychology and Behavioral Medicine · doi:10.1080/21642850.2026.2654919
Houwen, J., Janssen, V. R., Hondmann, S. M., Chavannes, N. H., Kleinsmann, M. S., Atsma, D. E., & Pannunzio, V. (2026) · JMIR Cardio · doi:10.2196/83055
Li, T., Zhang, J., Li, H., Zhang, Q., Jiang, X., Ma, J., & Feng, Y. (2026) · Revista da Escola de Enfermagem da USP · doi:10.1590/1980-220x-reeusp-2025-0311en
Li, T., Zhang, J., Li, H., Zhang, Q., Jiang, X., Ma, J., & Feng, Y. (2026) · Revista da Escola de Enfermagem da USP · doi:10.1590/1980-220x-reeusp-2025-0311es
Trustworthy Mental Health Assessment via Confidence-Guided LLMs
Jani, J., Akif, S., & Lalouani, W. (2026) · International Conference on Smart Applications, Communications and Networking (SmartNets) · doi:10.1109/smartnets69662.2026.11604840
2026 ESC Guidelines on cardiac rehabilitation
Bäck, M., Wilhelm, M., Marcin, T., Machado, F. V. C., Sandberg, A., Buccheri, S., Conde, A. C., Czapla, M., Rosa, S. D., Gibson, I., et al. (2026) · European Journal of Preventive Cardiology · doi:10.1093/eurjpc/zwag417
Souri, H., Koopaei, M., Garavand, A., & Souri, F. (2026) · Current Cardiology Reports · doi:10.1007/s11886-026-02442-9
Yang, X., Huang, X., Cui, Y., & 赵珂 (2026) · Blood Pressure · doi:10.1080/08037051.2026.2715847
- Authors
- Kaihara, T., Scherrenberg, M., Intan-Goey, V., Falter, M., Kindermans, H., Frederix, I., & Dendale, P.
- Affiliations
- St. Marianna University School of Medicine (JP)
- University of Antwerp (BE)
- Antwerp University Hospital (BE)
- Jessa Hospital (BE)
- Hasselt University (BE)
- Corresponding author
- Kaihara, Toshiki
- ORCID
- Venue
- European Heart Journal - Digital Health
- Publisher
- Oxford University Press (OUP)
- Published
- 2022-07-21
- Volume
- 3
- Issue
- 3
- Pages
- 445-454
- ISSN
- 2634-3916 (ISSN-L)
- PMC
- PMC9707908
- OpenAlex
- W4286007497
- Cited by
- 29
- References
- 50
- Citations by year
- 2026: 12 · 2025: 8 · 2024: 5 · 2023: 4
- FWCI
- 0.75
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- European Heart Journal - Digital Health (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- Document Server@UHasselt (UHasselt) (submittedVersion, cc-by-nc)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiac Health and Mental Health
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Keywords
- digital health interventions, depression, anxiety, heart disease, heart failure, remote patient monitoring, psychosocial education, coronary artery disease, psychological intervention
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