College student engagement with mental health apps: analysis of barriers to sustained use
Abstract
Objective: College students’demand for mental health resources is straining the services offered by colleges. While mobile apps demonstrate potential to help, students’ engagement with these apps remains low. This study examines why college students show poor engagement with mental health apps and how apps may be adapted to suit this population. Participants: Participants were a convenience sample of 100 college students. Methods: Qualitative data was gathered through individual online interviews concerningattitudes toward mental health apps, and quantitative data was gathered through a survey about phone and app use. Results: Students were interested in mental health apps. 53% haddownloaded an app at one point, but only 19% currently used a mental health app. Stress and costdrove mental health app choices. Responses around engagement centered on: Data privacy, user interface, credibility, and customization. Conclusions: Students have specific wants for mental health apps including safety, simplicity, credibility, and customizability.
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If a digital tool is not used for a recommended period, it is unlikely that it will have the intended effect.
“if the tool is not used for a recommended period, it is unlikely that it will have the intended effect [17,18]”
From Optimization of a Transdiagnostic Mobile Emotion Regulation Intervention for University Students: Protocol for a Microrandomized Trial (2023) · cites this paper as [18]
The fit between university students' needs and the delivered content is an especially important feature.
“The fit between their needs and the delivered content was indicated to be an especially important feature among university students [18]”
From Optimization of a Transdiagnostic Mobile Emotion Regulation Intervention for University Students: Protocol for a Microrandomized Trial (2023) · cites this paper as [18]
Creating a system that can suggest content relevant to its users has been indicated as a top priority for university students to engage and remain engaged in an MH app.
“Creating a system that can suggest content relevant to its users has been indicated as a top priority for university students to engage and remain engaged in an MH app [18].”
From Optimization of a Transdiagnostic Mobile Emotion Regulation Intervention for University Students: Protocol for a Microrandomized Trial (2023) · cites this paper as [18]
Cites
null (2016) · Philosophy Study · doi:10.17265/2159-5313/2016.09.003 · Cited by 28,317 · see citing works
Objective user engagement with mental health apps: systematic search and panel-based usage analysis
Baumel, A., Muench, F., Edan, S., & Kane, J. M. (2019) · Journal of Medical Internet Research · doi:10.2196/14567 · Cited by 965 · see citing works
Lipson, S. K., Lattie, E. G., & Eisenberg, D. (2019) · Psychiatric Services · doi:10.1176/appi.ps.201800332 · Cited by 947 · see citing works
Mental Health and Academic Success in College
Eisenberg, D., Golberstein, E., & Hunt, J. B. (2009) · The B.E. Journal of Economic Analysis & Policy · doi:10.2202/1935-1682.2191 · Cited by 929 · see citing works
Torous, J., Nicholas, J., Larsen, M. E., Firth, J., & Christensen, H. (2018) · Evidence Based Mental Health · doi:10.1136/eb-2018-102891 · Cited by 790 · see citing works
Self-citationDuffy, M. E., Twenge, J. M., & Joiner, T. E. (2019) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2019.04.033 · Cited by 579 · see citing works
Torous, J., Lipschitz, J., Ng, M., & Firth, J. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.11.167 · Cited by 546 · see citing works
Self-citationTrends in college students’ mental health diagnoses and utilization of services, 2009–2015
Oswalt, S. B., Lederer, A. M., Chestnut-Steich, K., Day, C. R. T., Halbritter, A., & Ortiz, D. (2018) · Journal of American College Health · doi:10.1080/07448481.2018.1515748 · Cited by 470 · see citing works
Are We in Crisis? National Mental Health and Treatment Trends in College Counseling Centers
Xiao, H., Carney, D. M., Youn, S., Janis, R. A., Castonguay, L., Hayes, J., & Locke, B. D. (2017) · Psychological services · doi:10.1037/ser0000130 · Cited by 413 · see citing works
Pratap, A., Neto, E. C., Snyder, P., Stepnowsky, C., Elhadad, N., Grant, D., Mohebbi, M. H., Mooney, S., Suver, C., Wilbanks, J., et al. (2020) · npj Digital Medicine · doi:10.1038/s41746-020-0224-8 · Cited by 410 · see citing works
Flett, J. A. M., Hayne, H., Riordan, B. C., Thompson, L. M., & Conner, T. S. (2019) · Mindfulness · doi:10.1007/s12671-018-1050-9 · Cited by 338 · see citing works
Using science to sell apps: Evaluation of mental health app store quality claims
Larsen, M. E., Huckvale, K., Nicholas, J., Torous, J., Birrell, L., Li, E., & Reda, B. (2019) · npj Digital Medicine · doi:10.1038/s41746-019-0093-1 · Cited by 334 · cited 1× · see citing works
“They are mindful that today anyone can put an app on the app store and make it look legitimate.(35) Survey results demonstrate that students are cognizant of false information with 60% of respondents reporting that accuracy of recommendations from mental health apps was among their top concerns for using these apps.”
BackgroundSelf-citationEconomic evaluations of Internet interventions for mental health: a systematic review
Donker, T., Blankers, M., Hedman, E., Ljótsson, B., Petrie, K., & Christensen, H. (2015) · Psychological Medicine · doi:10.1017/s0033291715001427 · Cited by 316 · cited 1× · see citing works
“Mobile apps are generally inexpensive and can be easily disseminated.(12) College students seem well suited to adopt mental health mobile apps, as 96% of US adults between the ages of 18 to 29 already own a smartphone.”
BackgroundInsights from user reviews to improve mental health apps
Alqahtani, F., & Orji, R. (2020) · Health Informatics Journal · doi:10.1177/1460458219896492 · Cited by 286 · see citing works
Technology and College Student Mental Health: Challenges and Opportunities
Lattie, E. G., Lipson, S. K., & Eisenberg, D. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00246 · Cited by 189 · see citing works
Developing mental health mobile apps: Exploring adolescents’ perspectives
Kenny, R., Dooley, B., & Fitzgerald, A. (2016) · Health Informatics Journal · doi:10.1177/1460458214555041 · Cited by 175 · see citing works
Barriers to older adults’ uptake of mobile-based mental health interventions
Pywell, J., Vijaykumar, S., Dodd, A., & Coventry, L. (2020) · Digital Health · doi:10.1177/2055207620905422 · Cited by 156 · see citing works
How college students evaluate and share “fake news” stories
Leeder, C. (2019) · Library & Information Science Research · doi:10.1016/j.lisr.2019.100967 · Cited by 150 · see citing works
Parker, L., Halter, V., Karliychuk, T., & Grundy, Q. (2019) · International Journal of Law and Psychiatry · doi:10.1016/j.ijlp.2019.04.002 · Cited by 129 · see citing works
Robillard, J. M., Feng, T. L., Sporn, A. B., Lai, J.-A., Lo, C., Ta, M., & Nadler, R. (2019) · Internet Interventions · doi:10.1016/j.invent.2019.100243 · Cited by 111 · see citing works
Fleming, T. M., Merry, S., Stasiak, K., Hopkins, S. A., Patolo, T., Ruru, S., Latu, M., Shepherd, M., Christie, G., & Goodyear‐Smith, F. (2019) · JMIR Mental Health · doi:10.2196/12656 · Cited by 98 · see citing works
Mental health apps in a college setting: openness, usage, and attitudes.
Kern, A., Hong, V., Song, J., Lipson, S., & Eisenberg, D. (2018) · mHealth · doi:10.21037/mhealth.2018.06.01 · Cited by 96 · see citing works
Lattie, E. G., Nicholas, J., Knapp, A. A., Skerl, J. J., Kaiser, S. M., & Mohr, D. C. (2019) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-019-00979-2 · Cited by 81 · see citing works
Levin, M. E., Hicks, E. T., & Krafft, J. (2022) · Journal of American College Health · doi:10.1080/07448481.2020.1728281 · Cited by 65 · cited 1× · see citing works
“study, recruitment for mental health app use posed the largest obstacle to the study, suggesting serious acceptability concerns for mental health apps among college students.(24) While these studies highlight the challenges that mental health apps”
BackgroundJohnson, K. F., & Kalkbrenner, M. T. (2017) · Journal of Technology in Human Services · doi:10.1080/15228835.2017.1368428 · Cited by 50 · see citing works
Putting Technology Into Youth Mental Health Practice: Young People’s Perspectives
Montague, A. E., Varcin, K. J., Simmons, M. B., & Parker, A. G. (2015) · Sage Open · doi:10.1177/2158244015581019 · Cited by 45 · see citing works
Characterizing Smartphone Engagement for Schizophrenia: Results of a Naturalist Mobile Health Study
Torous, J., Staples, P., Slaters, L., Adams, J., Sandoval, L., Onnela, J., & Keshavan, M. (2017) · Clinical Schizophrenia & Related Psychoses · doi:10.3371/csrp.jtps.071317 · Cited by 44 · see citing works
Self-citation‘Apps are cool but generally pretty pointless’: LGBTIQ+ young people’s mental health app ambivalence
Byron, P. (2019) · Media International Australia · doi:10.1177/1329878x19844034 · Cited by 25 · see citing works
Can we predict device use? An investigation into mobile device use in surveys
Haan, M., Lugtig, P. J., & Toepoel, V. (2019) · International Journal of Social Research Methodology · doi:10.1080/13645579.2019.1593340 · Cited by 18 · see citing works
College Students’ Attitudes About Mental Health-Related Content in Mobile Apps
Palmer, K. M., & Henderson, S. (2019) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-019-00102-0 · Cited by 9 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Arghashi, V., & Yüksel, C. (2021) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2021.102756 · Cited by 367 · see citing works
Torous, J., Linardon, J., Goldberg, S. B., Sun, S., Bell, I., Nicholas, J., Hassan, L., Hua, Y., Milton, A., & Firth, J. (2025) · World Psychiatry · doi:10.1002/wps.21299 · Cited by 323 · see citing works
Self-citationBerardi, C., Antonini, M., Jordan, Z., Wechtler, H., Paolucci, F., & Hinwood, M. (2024) · BMC Health Services Research · doi:10.1186/s12913-023-10536-1 · Cited by 175 · see citing works
Rathnayaka, P., Mills, N., Burnett, D., Silva, D. D., Alahakoon, D., & Gray, R. J. (2022) · Sensors · doi:10.3390/s22103653 · Cited by 169 · see citing works
Klimczak, K. S., San Miguel, G. G., Mukasa, M. N., Twohig, M. P., & Levin, M. E. (2023) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2023.2178498 · Cited by 88 · see citing works
Madrid‐Cagigal, A., Kealy, C., Potts, C., Mulvenna, M. D., Byrne, M., Barry, M. M., & Donohoe, G. (2025) · Early Intervention in Psychiatry · doi:10.1111/eip.70017 · Cited by 78 · see citing works
Digital Overload among College Students: Implications for Mental Health App Use
Smith, A. C., Fowler, L. A., Graham, A. K., Jaworski, B. K., Firebaugh, M., Monterubio, G. E., Vázquez, M. M., DePietro, B., Sadeh‐Sharvit, S., Balantekin, K. N., et al. (2021) · Social Sciences · doi:10.3390/socsci10080279 · Cited by 52 · see citing works
Ahuvia, I. L., Sung, J. Y., Dobias, M., Nelson, B. D., Richmond, L. L., London, B. E., & Schleider, J. L. (2022) · Journal of American College Health · doi:10.1080/07448481.2022.2062245 · Cited by 43 · see citing works
Eis, S., Solà-Morales, O., Duarte‐Díaz, A., Vidal‐Alaball, J., Perestelo‐Pérez, L., Robles, N., & Carrión, C. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19042186 · Cited by 42 · see citing works
Electronic bridge to mental health for college students: A randomized controlled intervention trial.
King, C. A., Eisenberg, D., Pistorello, J., Coryell, W. H., Albucher, R. C., Favorite, T., Horwitz, A. G., Bonar, E. E., Epstein, D. J., & Zheng, K. (2022) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000709 · Cited by 34 · see citing works
D'Adamo, L., Paraboschi, L., Claire Grammer, A., Fennig, M., Graham, A. K., Yaeger, L. H., Newman, M. G., Wilfley, D. E., Barr Taylor, C., Eisenberg, D., et al. (2023) · Journal of Behavioral and Cognitive Therapy · doi:10.1016/j.jbct.2023.05.002 · Cited by 37 · see citing works
Evaluation of Mental Health Mobile Applications
Agarwal, S., Jalan, M., Wilcox, H. C., Sharma, R., Hill, R., Pantalone, E., Thrul, J., Rainey, J. C., & Robinson, K. A. (2022) · doi:10.23970/ahrqepctb41 · Cited by 33 · see citing works
Bautista, J., & Schueller, S. M. (2022) · JMIR Mental Health · doi:10.2196/43942 · Cited by 28 · see citing works
Encouraging help-seeking and engagement in a mental health app: What young people want
Garrido, S., Oliver, E., Chmiel, A., Doran, B., & Boydell, K. (2022) · Frontiers in Digital Health · doi:10.3389/fdgth.2022.1045765 · Cited by 31 · see citing works
Klimczak, K. S., Twohig, M. P., Peacock, G. G., & Levin, M. E. (2022) · Behaviour Research and Therapy · doi:10.1016/j.brat.2022.104228 · Cited by 28 · see citing works
Madonsela, S. G., Ware, L. J., Scott, M., & Watermeyer, J. (2023) · South African Journal of Psychology · doi:10.1177/00812463231186260 · Cited by 26 · see citing works
Exploring how informed mental health app selection may impact user engagement and satisfaction
Kopka, M., Camacho, E., Kwon, S., & Torous, J. B. (2023) · PLOS Digital Health · doi:10.1371/journal.pdig.0000219 · Cited by 27 · see citing works
Self-citationHoltz, B., Kanthawala, S., Martin, K., Nelson, V. M., & Parrott, S. (2023) · Journal of American College Health · doi:10.1080/07448481.2023.2227727 · Cited by 23 · see citing works
Conley, C. S., Gonzales, C. H., Huguenel, B., Rauch, A. A., Kahrilas, I. J., Duffecy, J., & Silton, R. L. (2024) · Mindfulness · doi:10.1007/s12671-024-02398-3 · Cited by 17 · see citing works
Dederichs, M., Nitsch, F. J., & Apolinário-Hagen, J. (2022) · JMIR Medical Education · doi:10.2196/32017 · Cited by 16 · see citing works
Effective Gamification: A Guideline for Gamification Workshop of WEEF-GEDC 2021 Madrid Conference
Hajarian, M., & Dı́az, P. (2021) · World Engineering Education Forum - Global Engineering Deans Council (WEEF-GEDC) · doi:10.1109/weef/gedc53299.2021.9657452 · Cited by 16 · see citing works
Nurdin, N., Pettalongi, S. S., Ahsan, M. N., & Febrianti, V. F. (2023) · International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering · doi:10.11591/ijece.v13i5.pp5342-5353 · Cited by 16 · see citing works
Assessing engagement features in an observational study of mental health apps in college students
Melcher, J., Patel, S. K., Scheuer, L., Hays, R., & Torous, J. B. (2022) · Psychiatry Research · doi:10.1016/j.psychres.2022.114470 · Cited by 15 · see citing works
Self-citationNogueira-Leite, D., Marques‐Cruz, M., & Cruz-Correia, R. J. (2024) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-024-02488-1 · Cited by 17 · see citing works
Catania, J., Beaver, S., Kamath, R. S., Worthington, E., Lu, M., Gandhi, H., Waters, H. C., & Malone, D. C. (2024) · JMIR Mental Health · doi:10.2196/57401 · Cited by 16 · see citing works
Shvetcov, A., Kupper, J. F., Zheng, W. Y., Slade, A., Han, J., Whitton, A. E., Spoelma, M. J., Hoon, L., Mouzakis, K., Vasa, R., et al. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2024.1422027 · Cited by 14 · see citing works
LaMontagne, L. G., Doty, J. L., Diehl, D. C., Nesbit, T. S., Gage, N. A., Kumbkarni, N., & Leon, S. P. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.09.014 · Cited by 13 · see citing works
Brennenstuhl, S., Agard, C., Ho, R., & Cleverley, K. (2025) · PLoS ONE · doi:10.1371/journal.pone.0319473 · Cited by 20 · see citing works
Smartphone Apps and Wearables for Health Parameters in Young Adulthood: Cross-Sectional Study
Leuzzi, G., Job, M., Scafoglieri, A., & Testa, M. (2025) · JMIR Human Factors · doi:10.2196/64629 · Cited by 12 · see citing works
Nagar, R., Quirk, H. D., & Anderson, P. L. (2023) · Internet Interventions · doi:10.1016/j.invent.2023.100676 · Cited by 12 · see citing works
Nurdin, N., Agam, M., & Adawiyah, A. (2022) · International Conference on Computer, Control, Informatics and its Applications · doi:10.1145/3575882.3575953 · Cited by 10 · see citing works
Funnell, E. L., Spadaro, B., Martin-Key, N. A., Benáček, J., & Bahn, S. (2024) · JMIR Formative Research · doi:10.2196/48881 · Cited by 11 · see citing works
Park, S. Y., Yourell, J., McAlister, K. L., & Huberty, J. (2023) · JMIR Formative Research · doi:10.2196/54284 · Cited by 9 · see citing works
Farrer, L. M., Jackson, H. M., Gulliver, A., Calear, A. L., Leach, L., Hasking, P. A., Katruss, N., & Batterham, P. J. (2024) · Journal of Medical Internet Research · doi:10.2196/53598 · Cited by 9 · see citing works
Understanding user concerns and choice of app architectures in designing Audio-based mHealth Apps
Vhaduri, S., & Simhadri, S. S. (2022) · Smart Health · doi:10.1016/j.smhl.2022.100341 · Cited by 9 · see citing works
Currey, D., & Torous, J. B. (2022) · JMIR Research Protocols · doi:10.2196/37954 · Cited by 9 · see citing works
Self-citationTeferi, G. H., Tadele, M. M., Tizazu, G., Regasa, Z., Shimie, A. W., Assaye, B. T., Senishaw, A. F., & Tizie, S. B. (2023) · PLoS ONE · doi:10.1371/journal.pone.0275689 · Cited by 10 · see citing works
Milne‐Ives, M., Rahman, E., Bradwell, H. L., Baines, R., Boey, T., Potter, A., Lawrence, W. T., van Velthoven, M. H., & Meinert, E. (2024) · PLOS Digital Health · doi:10.1371/journal.pdig.0000481 · Cited by 9 · see citing works
Evaluating the Impact of Different User Engagement Elements on Software Applications
Hajarian, M., Dı́az, P., & Aedo, I. (2023) · International Convention on Information and Communication Technology, Electronics and Microelectronics · doi:10.23919/mipro57284.2023.10159746 · Cited by 8 · see citing works
Faria, L. D., Kring, B., Keable, H., Menon, M., Peluso, F., Notman, M. T., & Ackerman, A. (2023) · Journal of Medical Regulation · doi:10.30770/2572-1852-109.2.21 · Cited by 8 · see citing works
Desirable design: What aesthetics are important to young people when designing a mental health app?
Garrido, S., Doran, B., Oliver, E., & Boydell, K. (2024) · Health Informatics Journal · doi:10.1177/14604582241295948 · Cited by 7 · see citing works
Laure, T., Remmerswaal, D., Konigorski, S., Engels, R. C. M. E., & Boffo, M. (2024) · Stress and Health · doi:10.1002/smi.3507 · Cited by 7 · see citing works
McCarthy, K., & Horwitz, A. G. (2025) · Journal of American College Health · doi:10.1080/07448481.2025.2458085 · Cited by 7 · see citing works
Laure, T., Boffo, M., Engels, R. C. M. E., & Remmerswaal, D. (2024) · Internet Interventions · doi:10.1016/j.invent.2024.100750 · Cited by 7 · see citing works
Insights and lessons learned from trialling a mental health chatbot in the wild
Potts, C., Bond, R., Mulvenna, M. D., Ennis, E., Bickerdike, A., Coughlan, E. K., Broderick, T., Burns, C., McTear, M., Kuosmanen, L., et al. (2021) · IEEE Symposium on Computers and Communications (ISCC) · doi:10.1109/iscc53001.2021.9631395 · Cited by 7 · see citing works
Laure, T., Engels, R. C. M. E., Remmerswaal, D., Spruijt-Metz, D., Konigorski, S., & Boffo, M. (2023) · JMIR Research Protocols · doi:10.2196/46603 · Cited by 6 · see citing works
“…recommendation system introduces a potential solution to the low engagement and impact of the mobile intervention because efficiency, system responsiveness, and content relevance to users’needs are highly valued among this population and have been reported as lacking in available MH apps [18,49].”
BackgroundMethodInfluentialDigital Tools to Support Post‐Secondary Student Mental Health and Wellbeing
LaMonica, H. M., Hickie, I. B., Capon, W., Ahia, M., Ewing, L., Lee, W., Iorfino, F., Song, Y. J. C., McKenna, S., & Cleverley, K. (2025) · Early Intervention in Psychiatry · doi:10.1111/eip.70094 · Cited by 6 · see citing works
Herpertz, J., Dwyer, B., Wagner, E. S., Mikkelson, J., Opel, N., & Torous, J. B. (2025) · Internet Interventions · doi:10.1016/j.invent.2025.100888 · Cited by 6 · see citing works
Self-citationDesigning an Evidence-based Mental Health Intervention Alongside University Students
Williams, L., Pinto, M. D., Abrahim, H. L., Bhattacharya, A., Harrison, T., Burton, C. W., McIntyre, J. R. S., Negi, L. T., & Hayes, G. R. (2023) · Lecture notes in computer science · doi:10.1007/978-3-031-35572-1_13 · Cited by 5 · see citing works
Jeong, N., Kim, E., & Chun, J. (2024) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2024.100842 · Cited by 4 · see citing works
Bear, H. A., Money, C., Watkins, E. R., & Fazel, M. S. (2025) · BJPsych Open · doi:10.1192/bjo.2025.48 · Cited by 4 · see citing works
Allen, A., Young, A. H., Jellesma, F. C., Vorobev, A., Ivanova, E., Babakov, N., Gisnarian, A., & Kannis‐Dymand, L. (2026) · Journal of Affective Disorders · doi:10.1016/j.jad.2026.121275 · Cited by 5 · see citing works
Zhou, X., Bambling, M., Bai, X., Smith, A. C., & Edirippulige, S. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1249093 · Cited by 4 · see citing works
Ash, G. I., Mak, S., Haughton, A. D., Augustine, M., Bodurtha, P. O., Axtell, R. S., Borsari, B., Liu, J. J., Lou, S., Xin, X., et al. (2025) · JMIR mhealth and uhealth · doi:10.2196/51707 · Cited by 6 · see citing works
Epperson, C. N., Davis, R. A., Dempsey, A. G., Haller, H., Kupfer, D. J., Love, T., Villarreal, P. M., Matthews, M. L., Moore, S. L., Muller, K., et al. (2025) · JMIR Formative Research · doi:10.2196/57624 · Cited by 3 · see citing works
Datta, R., Vishwanath, R., & Shenoy, S. (2022) · The Egyptian Journal of Neurology Psychiatry and Neurosurgery · doi:10.1186/s41983-022-00574-7 · Cited by 3 · see citing works
Langholm, C., Alon, N., Perret, S., & Torous, J. B. (2023) · Journal of Behavioral and Cognitive Therapy · doi:10.1016/j.jbct.2023.05.004 · Cited by 3 · see citing works
Self-citationLaure, T., Meija, C. V., Remmerswaal, D., Dulloo, D., der Hallen, R. V., Mayer, B., Littel, M., Dierckx, B., Legerstee, J. S., Engels, R. C. M. E., et al. (2025) · JMIR Formative Research · doi:10.2196/63325 · Cited by 2 · see citing works
Wang, A. Y., Vereschagin, M., Richardson, C. G., Munthali, R. J., Xie, H. W., Hudec, K. L., Mori, T., Munro, L., & Vigo, D. (2025) · International Journal of Mental Health Systems · doi:10.1186/s13033-025-00688-4 · Cited by 2 · see citing works
Polisetty, A., Chakraborty, D., Sowmya, G., Khorana, S., & Islam, N. (2025) · Systems Research and Behavioral Science · doi:10.1002/sres.3210 · Cited by 2 · see citing works
Woolverton, G. A., Zhao, C., Rastogi, R., Chang, A. R., Zhang, W., Lou, F., Yip, T., Liu, R. T., & Liu, C. H.-J. (2026) · Psychiatry Research · doi:10.1016/j.psychres.2026.117044 · Cited by 2 · see citing works
Haas, A. P., Laboe, A. A., McGinnis, C. G., Firebaugh, M., Shah, J., Bardone‐Cone, A. M., Pike, K. M., Taylor, C. B., Wilfley, D. E., & Fitzsimmons‐Craft, E. E. (2023) · Frontiers in Digital Health · doi:10.3389/fdgth.2023.1099718 · Cited by 2 · see citing works
Cohen, D. A., Boyer, B. P., Stevens, L., McCormick, K. A., Morpeth, E., Caporale-Berkowitz, N. A., Brownson, C. B., & Strakowski, S. M. (2023) · Journal of Technology in Human Services · doi:10.1080/15228835.2023.2258513 · Cited by 2 · see citing works
A review of the utilization of digital health technologies for college students with disabilities
Choi, S., Vasudevan, D., Bhole, A., Hong, J., Steg, K., Marquez, J., Chong, I., & Cai, E. (2023) · Journal of American College Health · doi:10.1080/07448481.2023.2252519 · Cited by 2 · see citing works
Examining the framing of mental health in Division I student-athlete handbooks
Cassilo, D., & Sanderson, J. (2024) · Journal of Intercollegiate Sport · doi:10.17161/jis.v17i1.18608 · Cited by 3 · see citing works
Introducing Mental Health Apps
Goodings, L., Ellis, D., & Tucker, I. M. (2024) · Palgrave Studies in Cyberpsychology. · doi:10.1007/978-3-031-53911-4_1 · Cited by 2 · see citing works
Mobile Emotion Healthcare System Applying Sentiment analysis
Wang, S., Chiang, I.-E., Kuo, A. M.-H., & Lin, J. (2022) · IEEE International Conference on Big Data (BigData) · doi:10.1109/bigdata55660.2022.10021053 · Cited by 2 · see citing works
Eylem-van Bergeijk, O., Robinson, T., Manktelow, M., Olympios, M., Poulter, S., Mane, P., Panagioti, M., Condell, J., & Leavey, G. (2025) · JMIR mHealth and uHealth · doi:10.2196/70691 · Cited by 2 · see citing works
Participant Engagement and Data Quality: Lessons Learned from a Mental Wellness Crowdsensing Study
Zhang, E., Trujillo, R., & Poellabauer, C. (2025) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3711043 · Cited by 1 · see citing works
Horwitz, A. G., Anand, S., Chen, M., McCarthy, K., Schueller, S. M., Walton, M., Sen, S., & King, C. A. (2026) · Internet Interventions · doi:10.1016/j.invent.2026.100912 · Cited by 2 · see citing works
Martínez, R. S., García-Castillo, F., Sánchez, C. L., & del Castillo, J. A. G. (2026) · Edutec Revista Electrónica de Tecnología Educativa · doi:10.21556/edutec.2026.95.4409 · Cited by 1 · see citing works
Li, Z., Chang, Y., Jia, L., Yan, C., & Yan, Z. (2026) · Internet Research · doi:10.1108/intr-01-2024-0044 · Cited by 1 · see citing works
Jabs, M., Thompson, M., Linardon, J., Messer, M., & Wade, T. D. (2026) · Early Intervention in Psychiatry · doi:10.1111/eip.70207 · Cited by 1 · see citing works
Kreyenschulte, T., & Bohnet-Joschko, S. (2024) · Das Gesundheitswesen · doi:10.1055/a-2202-3289 · Cited by 1 · see citing works
Andino, A. A., Koehler, J. L., & Rahman, M. (2024) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-024-00396-9 · Cited by 1 · see citing works
Miller, M. J., Eberhart, L. G., Heliste, J. L., & Tripuraneni, B. R. (2024) · JMIR Formative Research · doi:10.2196/59831 · Cited by 1 · see citing works
ale undergraduate students’ perceptions of male student mental health
Wolstenholme, C. (2022) · Sheffield Hallam University · doi:10.7190/shu-thesis-00506 · Cited by 2 · see citing works
McNeil, M. J., Gryglewicz, K., Hines, S., Duffy, T. L., Seigman, M. D., Nalla, S., Taliaferro, L. A., & Wiśniewski, P. (2022) · doi:10.2196/preprints.36944
Nogueira-Leite, D., Marques‐Cruz, M., & Cruz-Correia, R. J. (2023) · doi:10.2196/preprints.46384
Verbeke, K., Jain, C., Shpendi, A., & Borry, P. (2024) · Neuroethics · doi:10.1007/s12152-024-09543-8
Application of Mobile Health in Mental Health Interventions
Hussien, N. A., Brayyich, M. R., Hussian, A., Dawood, M. N., Majed, S., & Jawad, I. A. (2023) · Annual International Conference on Emerging Research Areas and International Conference on Microelectronics, Communications and Renewable Energy · doi:10.1109/aicera/icis59538.2023.10420389
Peprah, E. K., Amesimeku, E., Angulo, B., Chhetri, H., Fordjuoh, J., Ruan, C., Wang, C., Patena, J. V., Vieira, D. L., Ryan, N., et al. (2024) · JMIR Formative Research · doi:10.2196/51292
Hajarian, M., Dı́az, P., & Aedo, I. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4764388
Patient and Therapist Adoption Criteria for Mental Health Applications
Kennedy, O., & Caporusso, N. (2024) · International Convention on Information and Communication Technology, Electronics and Microelectronics · doi:10.1109/mipro60963.2024.10569510
Leuzzi, G., Job, M., Scafoglieri, A., & Testa, M. (2024) · doi:10.2196/preprints.64629
Jacoba, G. L. B., & Ferrer, B. P. (2025) · AIP conference proceedings · doi:10.1063/5.0262217
Pickering, I., Law, M., Loveys, K., Sagar, M. A., Skoluda, N., Nater, U. M., & Broadbent, E. (2025) · Multimodal Technologies and Interaction · doi:10.3390/mti9040034
Usability and Quality of the JoyPop App: Prospective Evaluation Study
Malik, I., Neufeld, T., & Mushquash, A. R. (2025) · JMIR Human Factors · doi:10.2196/65472
Tavallaei, F. (2025) · Sustainable development · doi:10.5772/intechopen.1011670
Nogueira-Leite, D., Marques-Cruz, M., & Cruz-Correia, R. J. (2024) · Figshare · doi:10.6084/m9.figshare.26708624
Nogueira-Leite, D., Marques-Cruz, M., & Cruz-Correia, R. J. (2024) · Figshare · doi:10.6084/m9.figshare.26708633
Nogueira-Leite, D., Marques-Cruz, M., & Cruz-Correia, R. J. (2024) · Figshare · doi:10.6084/m9.figshare.26708627
Nogueira-Leite, D., Marques-Cruz, M., & Cruz-Correia, R. J. (2024) · Figshare · doi:10.6084/m9.figshare.26708630
Nogueira-Leite, D., Marques-Cruz, M., & Cruz-Correia, R. J. (2024) · Figshare · doi:10.6084/m9.figshare.26708621
Nogueira-Leite, D., Marques-Cruz, M., & Cruz-Correia, R. J. (2024) · Figshare · doi:10.6084/m9.figshare.26708636
Habilidades Sociais como Preditoras para Problemas de Comportamento em Escolares
Robalinho, I. G. C., Prette, Z. A. P. D., & PRETTE, A. D. (2015) · LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)
On-demand therapy 24/7! Mental mHealth app features and social metrics as predictors of use
Galetsi, P., Katsaliaki, K., Kumar, S., & Kumar, N. (2026) · Health Systems · doi:10.1080/20476965.2025.2609995
WELLNEST: Fostering Student Well-Being in Academic Settings
Amigo, F. A., Carpio, A., Quilang, V. J., Vicente, A. C., & Malimata, C. A. (2025) · IEEE Region 10 Conference · doi:10.1109/tencon66050.2025.11374917
de Oliveira, R. S., Lima, M. R., & Dias, E. S. (2025) · Congresso Latino-Americano de Software Livre e Tecnologias Abertas (Latinoware) · doi:10.5753/latinoware.2025.16290
Service quality optimization of online mental health communities: A KANO-IPA model approach
Yang, H., & Li, W. (2026) · Digital Health · doi:10.1177/20552076261437348
- Authors
- Melcher, J., Camacho, E., Lagan, S., & Torous, J.
- Affiliations
- Beth Israel Deaconess Medical Center (US)
- Corresponding author
- Torous, John
- Venue
- Journal of American College Health
- Publisher
- Informa UK Limited
- Published
- 2020-10-13
- Volume
- 70
- Issue
- 6
- Pages
- 1819-1825
- ISSN
- 0164-4300 (ISSN-L)
- 0744-8481
- 1940-3208
- OpenAlex
- W3092511221
- Cited by
- 106
- References
- 30
- Citations by year
- 2026: 15 · 2025: 21 · 2024: 29 · 2023: 19 · 2022: 17 · 2021: 4 · 2015: 1
- FWCI
- 9.04
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of American College Health (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Keywords
- mental health apps, university students, app engagement, data privacy, user interface, credibility, customization, student stress, mobile mental health
- MeSH terms
- Humans, Mental Health, Surveys and Questionnaires, Students, Universities, Mobile Applications
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