Evaluating the promise of health IT to enhance/expand the reach of mental health services
Open accessAbstract
Objective A growing number of health information technologies (HIT) are being developed and tested to address mental health conditions. HIT includes Internet and smartphone programs or apps, text messaging protocols and telepsychiatry. We reviewed the promise and evidence that HIT can expand access to mental health care and reduce disparities in use of services across groups in need. Conclusions Limited reach of mental health services is a pervasive problem in the United States, and solving it will require innovations that enable us to extend our clinical reach into underserved populations without significantly expanding our workforce. In theory, HIT can extend access to mental health care in several ways: by enhancing the reach to priority populations, addressing system capacity issues, supporting training, improving clinical decision making, lowering the "consumer's threshold" for treatment, delivering preventive mental health services, speeding innovation and adoption and reducing cost barriers to treatment. At present, evidence is limited, and research is needed, focusing on consumer engagement strategies, the benefits and harms of HIT for the therapeutic relationship and the comparative effectiveness of various HIT alternatives.
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Chatbots lack the ability to understand and respond to complex human emotions.
“Chatbots lack the ability to understand and respond to complex human emotions (Clarke and Yarborough, 2013).”
From The impact of digital technology, social media, and artificial intelligence on cognitive functions: a review (2023) · cites this paper as Clarke and Yarborough, 2013
The paper’s “What Work is Needed?” section asks whether health-IT interventions can achieve the richness of traditional therapeutic relationships, but does not address whether chatbots can understand or respond to complex emotions. Searches for chatbots, emotional understanding, empathy, and therapeutic relationships found no passage establishing the cited claim. Page numbers were not available in our copy. (LLM, conf=0.76)
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2 of the 68 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- Hersh WR Wallace JA Patterson PK Shapiro SE Kraemer DF Eilers GM Telemedicine for the Medicare population: pediatric, obstetric, and clinician-indirect home interventions. Evid Rep Technol Assess (Summ.) 2001 1 32 PMC4781051 11569328
- Kehle SM Greer N Rutks I Wilt T Interventions to improve veterans’ access to care: a systematic review of the literature. J Gen Intern Med 2011 26 Suppl 2 689 696 21989623 PMC3191217
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Sorted by citations
Treatment engagement of individuals experiencing mental illness: review and update
Dixon, L. B., Holoshitz, Y., & Nossel, I. (2016) · World Psychiatry · doi:10.1002/wps.20306 · Cited by 550 · see citing works
The Empirical Evidence for Telemedicine Interventions in Mental Disorders
Bashshur, R. L., Shannon, G. W., Bashshur, N., & Yellowlees, P. (2015) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2015.0206 · Cited by 442 · see citing works
“TMH Like telemedicine/telehealth,(16) TMH is a broad term referring to the provision of mental healthcare at a distance.(17)”
Shanmugasundaram, M., & Tamilarasu, A. (2023) · Frontiers in Cognition · doi:10.3389/fcogn.2023.1203077 · Cited by 291 · see citing works
“Chatbots lack the ability to understand and respond to complex human emotions (Clarke and Yarborough, 2013).”
BackgroundFinding a Depression App: A Review and Content Analysis of the Depression App Marketplace
Shen, N., Levitan, M.-J., Johnson, A., Bender, J. L., Hamilton-Page, M., Jadad, A. (. R., & Wiljer, D. (2015) · JMIR mHealth and uHealth · doi:10.2196/mhealth.3713 · Cited by 282 · see citing works
“Clarke and Yarborough described this effect as a lowering of threshold of entry-level mental health services so that it extends the reach of care to people who do not seek traditional treatment for depression [5].”
BackgroundBerardi, 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
“Other investment-related barriers include lack of budget for digital care [44, 71, 102, 110, 116], the high cost of technology maintenance [92].”
BackgroundBatra, S., Baker, R., Wang, T., Forma, F., DiBiasi, F., & Peters-Strickland, T. (2017) · Medical Devices: Evidence and Research · doi:10.2147/mder.s144158 · Cited by 169 · see citing works
“19–21 DHTs have created opportunities to develop a better understanding of MI and potentially improve the outcomes for patients with chronic mental health conditions in a variety of ways.”
Towards a Framework for Evaluating Mobile Mental Health Apps
Chan, S., Torous, J., Hinton, L., & Yellowlees, P. (2015) · Telemedicine and e-Health · doi:10.1089/tmj.2015.0002 · Cited by 163 · see citing works
“5 Although studies show the potential benefits and utility of such applications (apps) in mental health, 6,7 translating these ideas and early research into clinical tools in the hands—and on the mobile devices—of patients has received less attention.”
Sholevar, F., Butryn, T., Bryant, L., & Marchionni, C. (2017) · International Journal of Academic Medicine · doi:10.4103/ijam.ijam_49_17 · Cited by 152 · see citing works
“[32,33] In this context, tele‐psychiatry increases both accessibility and availability of behavioral health services while reducing the overall cost and the burden on practitioners who can the better focus on providing care for the more severely affected patients.[34,35] In addition to fulfilling the critical role as…”
BackgroundMental 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
“The traditional models of counseling and appointment management may no longer be adequate for some college students, who may prefer readily available, constantly accessible tools (17).”
BackgroundOspina-Pinillos, L., Davenport, T., Diaz, A. M., Navarro-Mancilla, A., Scott, E., & Hickie, I. (2019) · Journal of Medical Internet Research · doi:10.2196/14127 · Cited by 92 · see citing works
“Access to adequate-quality mental health care is also limited for many populations but is particularly limited for vulnerable groups such as the elderly and youth populations, racial and ethnic minorities, the socioeconomically disadvantaged, and rural populations [2].”
BackgroundWeb-Based Interventions for Youth Internalizing Problems: A Systematic Review
Reyes-Portillo, J. A., Mufson, L., Greenhill, L. L., Gould, M. S., Fisher, P. W., Tarlow, N., & Rynn, M. A. (2014) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2014.09.005 · Cited by 88 · see citing works
Zhang, A., Park, S., Sullivan, J., & Jing, S.-J. (2018) · Journal of the American Board of Family Medicine · doi:10.3122/jabfm.2018.01.170270 · Cited by 87 · see citing works
“such as geriatric mental health, necessitate more trials with PST tele-health modalities.(40)”
Ospina-Pinillos, L., Davenport, T., Ricci, C. S., Milton, A., Scott, E., & Hickie, I. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9716 · Cited by 81 · see citing works
“Access to quality care is especially difficult for disadvantaged and vulnerable populations, including children; Aboriginal and Torres Strait Islander young peoples; young people from culturally and linguistically diverse backgrounds; and young people living in regional, rural, and remote areas [14,15].”
Smartphone Applications for Mental Health
Radovic, A., Vona, P. L., Santostefano, A. M., Ciaravino, S., Miller, E., & Stein, B. D. (2016) · Cyberpsychology, Behavior, and Social Networking · doi:10.1089/cyber.2015.0619 · Cited by 78 · see citing works
Functionality of Top-Rated Mobile Apps for Depression: Systematic Search and Evaluation
Qu, C., Sas, C., Roquet, C. D., & Doherty, G. J. (2019) · JMIR Mental Health · doi:10.2196/15321 · Cited by 84 · see citing works
“However, access to treatment is problematic [4] given the acknowledged barriers such as high treatment cost, time constraints [4], geographical location [5], and stigma [4-7].”
Yellowlees, P., Chan, S. R., & Parish, M. B. (2015) · International Review of Psychiatry · doi:10.3109/09540261.2015.1082987 · Cited by 76 · see citing works
“Numerous studies have discussed the barriers to tele-medicine (Brooks et al., 2013; Clarke & Yarborough, 2013; Lauckner & Whitten, 2015; Weinstein et al., 2014), the best practices for setting up telepsychiatry practice, and the effectiveness of telepsychiatry (Di Cerbo et al., 2015; Lilly et al.,…”
BackgroundHansen, A., Broomfield, G., & Yap, M. B. H. (2019) · Australian Journal of Psychology · doi:10.1111/ajpy.12250 · Cited by 77 · see citing works
What makes a mobile app successful in supporting health behaviour change?
Fitzgerald, M., & McClelland, T. (2017) · Health Education Journal · doi:10.1177/0017896916681179 · Cited by 62 · see citing works
Price, M. S., Ruggiero, K., Ferguson, P., Patel, S. K., Treiber, F., Couillard, D. J., & Fahkry, S. M. (2014) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2014.02.004 · Cited by 61 · see citing works
“Healthcare Information Technology solutions have the potential to address many of these issues [15].”
BackgroundHickie, I., Davenport, T., Burns, J., Milton, A., Ospina-Pinillos, L., Whittle, L., Ricci, C. S., McLoughlin, L., Mendoza, J., Cross, S., et al. (2019) · Medical Journal of Australia · doi:10.5694/mja2.50349 · Cited by 59 · see citing works
“26,28 However, the evidence base now also suggests that integrating online health information technologies with face- to-face services can: • promote universal access to services, regardless of location, vulnerability or socio-economic status; 29,30 • increase disclosure to facilitate a stepped…”
BackgroundMethodInfluentialEdwards, A., Hung, R., Levin, J., Forthun, L., Sajatovic, M., & McVoy, M. (2023) · Rural Mental Health · doi:10.1037/rmh0000228 · Cited by 51 · see citing works
“It is possible that efforts and initiatives to expand phone and internet access to bigger segments of the population could particularly benefit rural residents (Clark & Yarborough, 2013).”
BackgroundTraining Residents in the Use of Telepsychiatry: Review of the Literature and a Proposed Elective
Saeed, S., Johnson, T. L., Bagga, M., & Glass, O. (2017) · Psychiatric quarterly · doi:10.1007/s11126-016-9470-y · Cited by 47 · see citing works
“Utilizing such technologies can help solve the access problem and enable us to extend our clinical reach into underserved populations without significantly expanding our workforce [7].”
BackgroundHallgren, K. A., Bauer, A. M., & Atkins, D. C. (2017) · Depression and Anxiety · doi:10.1002/da.22640 · Cited by 45 · see citing works
“Digital technologies are growing rapidly and have the potential to shape the quality, scale, and method of depression care delivery (Clarke & Yarborough, 2013; Mohr, Burns, Schueller, Clarke, & Klinkman, 2013).”
MethodGalvin, E., Desselle, S. P., Gavin, B., Quigley, E., Flear, M. L., Kilbride, K., McNicholas, F., Cullinan, S., & Hayden, J. (2022) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2022.10.051 · Cited by 31 · see citing works
Soubutts, E., Marshall, P., Mcnaney, R., Shrestha, P., Davidson, B. I., Qu, C., Mindel, C., & Sefi, A. (2024) · International Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642641 · Cited by 28 · see citing works
“They are especially useful for reaching users who are less likely to seek professional support offline due to common barriers [89] such as high treatment cost, time constraints [71], geographical location [17], and stigma [71] [17] [110].”
BackgroundGamification in Healthcare: Perspectives of Mental Health Service Users and Health Professionals
Hopia, H., & Raitio, K. (2016) · Issues in Mental Health Nursing · doi:10.1080/01612840.2016.1233595 · Cited by 26 · see citing works
“Indeed, researchers feel that additional research is required on the use of digital methods and applications, obstacles to implementation and their cost effects (Clarke & Yarborough, 2013; Hopia, Punna, Laitinen, & Latvala, 2015).”
BackgroundForchuk, C., Reiss, J., Eichstedt, J., Singh, D., Collins, K., Rudnick, A., Walsh, J., Ethridge, P., Kutcher, S., & Fisman, S. (2016) · International Journal of Mental Health · doi:10.1080/00207411.2016.1204823 · Cited by 25 · see citing works
“The introduction of smart technology into mental health treatment for youth is a natural next step toward a more sustainable and innovative mental health care system [43, 44].”
BackgroundRamsey, A. (2015) · International Journal of Mental Health and Addiction · doi:10.1007/s11469-015-9551-4 · Cited by 23 · see citing works
“Further, technology-based interventions have the ability to refer at-risk individuals to inperson treatment (Clarke and Yarborough 2013).”
BackgroundTelepsychiatry: effectiveness and feasibility
Conn, D., Gajaria, A., & Madan, R. (2015) · Smart Homecare Technology and TeleHealth · doi:10.2147/shtt.s45702 · Cited by 14 · see citing works
“A recent review of health information technologies such as smartphones, apps or desktop software, and the Internet emphasized the promise of utilizing these technologies to increase reach, especially in rural and low-income regions.(79) However, the authors also highlight the limited evidence in support of these appro…”
BackgroundPerspectives on the Use of eHealth in the Management of Patients With Schizophrenia
Treisman, G. J., Jayaram, G., Margolis, R. L., Pearlson, G. D., Schmidt, C. W., Mihelish, G. L., Kennedy, A., Howson, A., Rasulnia, M., & Misiuta, I. E. (2016) · The Journal of Nervous and Mental Disease · doi:10.1097/nmd.0000000000000471 · Cited by 23 · see citing works
“The convergence of sensor, global positioning, vocal pattern, and other data associated with mobile technologies can be overwhelming to many clinicians, though the effect of such data on the therapeutic relationship is also under-researched (Clarke and Yarborough, 2014).”
BackgroundEhde, D., Alschuler, K., Day, M., Ciol, M., Kaylor, M. L., Altman, J., & Jensen, M. (2019) · Trials · doi:10.1186/s13063-019-3761-1 · Cited by 20 · see citing works
Lee, H., Lee, M. H., Sharratt, M., Lee, S., & Blaes, A. (2019) · JMIR mHealth and uHealth · doi:10.2196/13256 · Cited by 20 · see citing works
“…messaging has previously been shown to be a useful and efficient means of educating patients on sensitive health-related issues that require confidentiality and security, such as HIV prevention [19], mental health [20], sexually transmitted infection management [21], and smoking cessation [22-24].”
Marchi, M., Laquatra, G., Yaaqovy, A. D., Pingani, L., Ferrari, S., & Galeazzi, G. (2024) · Psychiatry International · doi:10.3390/psychiatryint5040060 · Cited by 15 · see citing works
Zhao, X., Bhattacharjee, S., Innes, K., LeMasters, T., Dwibedi, N., & Sambamoorthi, U. (2020) · Current Medical Research and Opinion · doi:10.1080/03007995.2020.1790345 · Cited by 15 · see citing works
“TMH is the use of remote technologies such as video-conferencing systems to deliver MH care [6].”
BackgroundJaycox, L., Ayer, L., Vona, P. L., Hehman, C., Stein, B., Mahmud, A., Woolley, M., Meza, E., Thornton, E., & Venkatesh, B. (2019) · Psychological services · doi:10.1037/ser0000277 · Cited by 15 · see citing works
“More and more, interventions are being designed to provide information directly to the consumer and to capitalize on technological advances (Clarke & Yarborough, 2013).”
BackgroundEll, K., Katon, W., Lee, P., Guterman, J., & Wu, S. (2015) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2015.05.010 · Cited by 15 · see citing works
“Psychosocial dynamics influence low-income Hispanic diabetes and depression treatment experiences and preference, calling for use of patient-centered approaches [54,55].”
BackgroundForman-Hoffman, V., Pirner, M., Flom, M., Kirvin-Quamme, A., Durden, E., Kissinger, J., & Robinson, A. (2023) · JMIR Formative Research · doi:10.2196/46473 · Cited by 14 · see citing works
“Residentially vulnerable populations, such as residents of rural areas, medically underserved areas (MUAs), and critical mental health provider shortage areas (MHPSAs), are particularly limited in their access to effective mental health treatment [5].”
Telepsychiatry for Mental Health Service Delivery to Children and Adolescents
Kommu, J., Sharma, E., & Ramtekkar, U. (2020) · Indian Journal of Psychological Medicine · doi:10.1177/0253717620959256 · Cited by 13 · see citing works
Considerations for Designing Context-Aware Mobile Apps for Mental Health Interventions
Miralles, I., & Granell, C. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph16071197 · Cited by 13 · see citing works
Hussain, M. S., Li, J., Ellis, L. A., Ospina‐Pinillos, L., Davenport, T. A., Calvo, R. A., & Hickie, I. B. (2015) · Journal of Technology in Human Services · doi:10.1080/15228835.2015.1105768 · Cited by 14 · see citing works
“Strong stigmatizing attitudes and beliefs toward mental health disorders are other key factors that have resulted in a wide treatment gap and reluctance in the help-seeking process across the globe (Clarke & Yarborough, 2013; Corrigan, 2004; Henderson, Evans-Lacko, & Thornicroft, 2013).”
BackgroundConducting a Telehealth Needs Assessment
DeGaetano, N., & Shore, J. (2015) · Behavioral telehealth · doi:10.1007/978-3-319-08765-8_2 · Cited by 12 · see citing works
Berardi, C., Hinwood, M., Smith, A., Melia, A., & Paolucci, F. (2021) · PLoS ONE · doi:10.1371/journal.pone.0259995 · Cited by 11 · see citing works
“Previous reviews in this field have focused on: (i) the effectiveness of digital technologies for the treatment of mental health disorders [7–11]; (ii) health or mental health systems’ needs, challenges and barriers, without including digital technologies [45, 46]; (iii) financial and health resource benefits that dig…”
BackgroundAugmenting Online Mental Health Support Services
Calvo, R. A., Hussain, M., Milne, D., Nordbo, K., Hickie, I., & Danckwerts, P. (2017) · IGI Global eBooks · doi:10.4018/978-1-5225-0778-9.ch013 · Cited by 11 · see citing works
Dahne, J., Wahlquist, A., Kustanowitz, J., Natale, N., Fahey, M. C., Graboyes, E., Diaz, V., & Carpenter, M. J. (2023) · Journal of Medical Internet Research · doi:10.2196/49809 · Cited by 10 · see citing works
“However, these treatments are predominantly delivered via individual or group psychotherapy and thus have limited reach [15-18].”
In-Depth Co-Design of Mental Health Monitoring Technologies by People with Lived Experience
Patrickson, B., Musker, M., Thorpe, D., van Kasteren, Y. F., & Bidargaddi, N. (2023) · Future Internet · doi:10.3390/fi15060191 · Cited by 10 · see citing works
Apolinário-Hagen, J., & Tasseit, S. (2015) · International Journal of Health Professions · doi:10.1515/ijhp-2015-0010 · Cited by 11 · see citing works
“For some patients living in social isolation those services may be an incentive to seek help online (Clarke & Yarborough, 2013); for instance, patients suffering from social phobia (Löhr, Rosenvinge, & Wynn, 2011).”
BackgroundBroglia, E., Millings, A., & Barkham, M. (2017) · Pilot and Feasibility Studies · doi:10.1186/s40814-016-0119-2 · Cited by 9 · see citing works
“Technologyassisted therapy provides a promising solution to support student counselling, but the feasibility and effectiveness of doing so are unknown [3, 4].”
BackgroundEffect of mobile parenting skills education on anxiety of the mothers with autistic children
Hajiabolhasani-Nargani, Z., Najafi, M., & Mehrabi, T. (2016) · Iranian Journal of Nursing and Midwifery Research · doi:10.4103/1735-9066.197668 · Cited by 9 · see citing works
“001) so that the anxiety decreased in study group.[27] Burns et al.”
BackgroundMartinez, A. B., Lau, J. Y. F., Morillo, H. M., & Brown, J. S. L. (2022) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-022-02405-9 · Cited by 7 · see citing works
“However, certain benefits of an online mode of psychoeducation include cost-saving, convenience [64, 65], and flexibility in terms of scheduling, and thus can be structured around participants’ availability.”
BackgroundPsychological Issues in Medically Underserved Patients
Devine, M., DeCaporale-Ryan, L. N., Lim, M., & Berenyi, J. (2017) · Primary Care Clinics in Office Practice · doi:10.1016/j.pop.2016.09.012 · Cited by 7 · see citing works
Ahmedani, B., Belville-Robertson, T., Hirsch, A., & Jurayj, A. (2016) · Archives of Psychiatric Nursing · doi:10.1016/j.apnu.2016.03.003 · Cited by 7 · see citing works
“Technologybased interventions have offered the opportunity to increase access, improve engagement, and expand the availability of resources for individuals with depression and anxiety (Ahmedani, Crotty, Abdulhak, & Ondersma, 2015; Clarke & Yarborough, 2013).”
BackgroundNLG-Based Moderator Response Generator to Support Mental Health
Hussain, M., Calvo, R., Ellis, L., Li, J.-C., Ospina-Pinillos, L., Davenport, T., & Hickie, I. (2015) · CHI Extended Abstracts · doi:10.1145/2702613.2732758 · Cited by 7 · see citing works
Muñoz, R., Leykin, Y., Barrera, A. Z., Dunn, L., Gutiérrez, R., Curland, R. A., & Pineda, B. S. (2020) · Internet Interventions · doi:10.1016/j.invent.2020.100359 · Cited by 6 · see citing works
Scratching the Surface of Psychiatric Services Distribution and Public Health: an Indiana Assessment
Moberly, S., Maxey, H. L., Foy, L., Vaughn, S., Wang, Y., & Díaz, D. (2018) · Journal of Behavioral Health Services & Research · doi:10.1007/s11414-018-9626-7 · Cited by 6 · see citing works
“Developments in telepsychiatry hold some utility in extending the reach of psychiatrists and facilitating collaborative care.(36,37) However, substituting in-person psychiatrist-patient interaction with telecommunications is not without concern regarding community integration, mentoring, and interpersonal exchanges of…”
Backgrounde-Health Services in the Context of IoT: The Case of the VICINITY Project
Belesioti, M., Chochliouros, I., Vanya, S., Oravec, V., Theologou, N., Koutli, M., Tryferidis, A., & Tzovaras, D. (2018) · Artificial Intelligence Applications and Innovations · doi:10.1007/978-3-319-92016-0_6 · Cited by 6
“measures that should be addressed ([3, 4, 12, 13]).”
Ganga, R. N., Santa, K., Ali, M., & Smith, G. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph21101318 · Cited by 5 · see citing works
Maistrello, G., Phillips, W., Lee, D., & Romanelli, R. J. (2024) · Digital Health · doi:10.1177/20552076241277180 · Cited by 5 · see citing works
Caregivers’ and Young Children’s Emotional Health Needs After Pediatric Traumatic Injury
Ridings, L. E., Davidson, T. M., Walker, J., Winkelmann, J., Anton, M. T., Espeleta, H. C., Nemeth, L., Streck, C., & Ruggiero, K. (2022) · La Clinica pediatrica · doi:10.1177/00099228221097498 · Cited by 5 · see citing works
Hilow, H., Whibley, D., Kratz, A., & Ghanbari, H. (2021) · Cardiovascular Digital Health Journal · doi:10.1016/j.cvdhj.2021.09.001 · Cited by 4 · see citing works
Integrating Biopsychosocial Intervention Research in a Changing Health Care Landscape
Ell, K., Oh, H., & Wu, S. (2016) · Research on Social Work Practice · doi:10.1177/1049731515579074 · Cited by 3 · see citing works
“Thus, there is a significant need for psychosocial and biopsychosocial HIT research (Clarke & Yarborough, 2013; Druss & Dimitropoulos, 2013; Haberer, Trabin, & Klinkman, 2013; Mohr, Burns, Schueller, Clarke, & Klinkman, 2013; Pagoto & Bennett, 2013; Schickedanz et al., 2013).”
Estrada, Y., Lozano, A., Lovan, P., Boga, D. J., Martinuzzi, L., Chavez, J. V., Tapia, M., Prado, G., & Behar-Zusman, V. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph21121613 · Cited by 2 · see citing works
Ospina-Pinillos, L., Krausz, R. M., & Hickie, I. (2020) · Innovations in Global Mental Health · doi:10.1007/978-3-319-70134-9_128-1 · Cited by 2 · see citing works
Arroyave, M., Castillo, L., & Isaza, G. (2018) · doi:10.4067/s0718-07642018000200063 · Cited by 2
Comparative Studies of Collaborative Team Depression Care Adoption in Safety Net Clinics
Ell, K., Wu, S., Guterman, J., Schulman, S., Sklaroff, L., & Lee, P. (2018) · Research on Social Work Practice · doi:10.1177/1049731516639140 · Cited by 2 · see citing works
“Email: ell@usc.edu clinicians’ practices, and hence, organizational leaders are calling for health information technology research (Clarke & Yarborough, 2013; Druss & Dimitropoulos, 2013; Haberer, Trabin, & Klinkman, 2013; Lyles et al., 2013; Mohr, Burns, Schueller, Clarke, & Klinkman, 2013;…”
A Call for a Global Digital Health Consortium
Pulier, M., & Daviss, S. (2016) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-017-0011-9 · Cited by 2 · see citing works
“Interactive mobile health (mHealth) apps and websites themselves have great potential for enhancing wellness and decreasing the cost of care while extending resources to un-derserved populations (Clarke and Yarborough 2013).”
BackgroundClarke, J., Vatiliotis, V., Verge, C. F., Holmes-Walker, D. J., Campbell, L. V., Wilhelm, K. A., & Proudfoot, J. G. (2015) · JMIR Research Protocols · doi:10.2196/resprot.4032 · Cited by 13 · see citing works
“…lives of young people [16,17], the Internet has demonstrated its potential to overcome many of the barriers to accessing mental health services [18], evolving as a popular, efficient, and clinically effective means of delivering empirically supported psychological interventions to the public,…”
Vankit, S. A., Shama, N. S., Kadam, J., Motti, V., Laviola, J., Duchowski, A. T., & Volonte, M. (2026) · Computer Animation and Virtual Worlds · doi:10.1002/cav.70140 · Cited by 1 · see citing works
Adu, M., Nkrumah, S. O., Agyapong, B., Ezeanozie, N., Eboreime, E., Obuobi-Donkor, G., Sridharan, S., Morrison, J., Taylor, B., MacKinnon, M., et al. (2026) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2025.1634335 · Cited by 1 · see citing works
di Bona, K., Ijaz, K., & Ahmadpour, N. (2025) · Australasian Computer-Human Interaction Conference · doi:10.1145/3764687.3764704 · Cited by 1 · see citing works
Oluwoye, O., Lissau, A., Stokes, S. D., Selloni, A. T., James, N., Amiri, S., McDonell, M. G., & Anglin, D. M. (2023) · Implementation Science Communications · doi:10.1186/s43058-023-00476-6 · Cited by 1 · see citing works
“The concept of reach in implementation science is often defined as the proportion of individuals who are willing to participate in services or who receive timely and adequate services [4–6].”
BackgroundOspina-Pinillos, L., Davenport, T., Diaz, A. M., Navarro-Mancilla, A., Scott, E., & Hickie, I. (2019) · doi:10.2196/preprints.14127 · Cited by 1 · see citing works
The outlook for psychiatry in the age of informatization
Bobrov, A. (2018) · International Journal of Culture and Mental Health · doi:10.1080/17542863.2017.1394651 · Cited by 1 · see citing works
“…for the treatment and rehabilitation of patients – these are just a few of the organizational changes which are increasingly being used in psychiatry in various countries (Carroll & Rounsaville, 2010; Clarke & Yarborough, 2013; Kraus et al., 2010; Larsen et al., 2016; Wright & Wright, 1997).”
BackgroundHungerbuehler, I., Leite, R. F. M., van de Bilt, M. T., & Gattaz, W. (2015) · Archives of Clinical Psychiatry (São Paulo) · doi:10.1590/0101-60830000000052 · Cited by 1 · see citing works
Psychological Issues in Medically Underserved Patients
Devine, M., DeCaporale-Ryan, L. N., Lim, M., & Berenyi, J. (2018) · Physician Assistant Clinics · doi:10.1016/j.cpha.2018.08.007 · Cited by 2 · see citing works
Mermelstein, H., Guzman, E., Rabinowitz, T., Krupinski, E. A., & Hilty, D. (2017) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-017-0010-x
Lee, H., Lee, M. H., Sharratt, M., Lee, S., & Blaes, A. (2018) · doi:10.2196/preprints.13256
Telepsychiatry in actual practice - State of the art according to literature
Ivanović-Kovačević, S., Šobot, V., & Vejnović, A. (2019) · Vojnosanitetski Pregled · doi:10.2298/vsp190425113i
- Authors
- Clarke, G., & Yarborough, B. J.
- Affiliations
- Kaiser Permanente Center for Health Research (US)
- ORCID
- Yarborough, Bobbi Jo
- Venue
- General Hospital Psychiatry
- Publisher
- Elsevier BV
- Published
- 2013-07
- Volume
- 35
- Issue
- 4
- Pages
- 339-344
- ISSN
- 0163-8343 (ISSN-L)
- PMC
- PMC3716575
- OpenAlex
- W2157526982
- Cited by
- 88
- References
- 68
- Citations by year
- 2026: 2 · 2025: 1 · 2024: 7 · 2023: 7 · 2022: 4 · 2021: 3 · 2020: 4 · 2019: 10 · 2018: 8 · 2017: 6 · 2016: 14 · 2015: 17 · 2014: 5
- FWCI
- 1.47
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- General Hospital Psychiatry (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Mental Health (R01MH087505)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Telemedicine and Telehealth Implementation
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Keywords
- health information technology, access to mental health care, telepsychiatry, mobile application, text messaging intervention, online intervention, mental health prevention, underserved populations, health disparities, customer engagement, therapeutic relationship, financial barriers to treatment, workforce capacity
- MeSH terms
- Mental Disorders, Health Services Accessibility, Health Services Needs and Demand, Humans, Medical Informatics, Mental Health Services, Patient Compliance, Psychiatry, Rural Population, United States, Telemedicine, Internet, Computers, Handheld, Disaster Medicine, Text Messaging, Mobile Applications
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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