Urgent need for improved mental health care and a more collaborative model of care
Open accessAbstract
Current treatments and the dominant model of mental health care do not adequately address the complex challenges of mental illness, which accounts for roughly one-third of adult disability globally. These circumstances call for radical change in the paradigm and practices of mental health care, including improving standards of clinician training, developing new research methods, and re-envisioning current models of mental health care delivery. Because of its dominant position in the US health care marketplace and its commitment to research and innovation, Kaiser Permanente (KP) is strategically positioned to make important contributions that will shape the future of mental health care nationally and globally.This article reviews challenges facing mental health care and proposes an agenda for developing a collaborative care model in primary care settings that incorporates conventional biomedical therapies and complementary and alternative medicine approaches. By moving beyond treatment delivery via telephone and secure video and providing earlier interventions through primary care clinics, KP is shifting the paradigm of mental health care to a collaborative care model focusing on prevention. Recommendations are to expand current practices to include integrative treatment strategies incorporating evidence-based biomedical and complementary and alternative medicine modalities that can be provided to patients using a collaborative care model. Recommendations also are made for an internal research program aimed at investigating the efficacy and cost-effectiveness of promising complementary and alternative medicine and integrative treatments addressing the complex needs of patients with severe psychiatric disorders, many of whom respond poorly to treatments available in KP mental health clinics.
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The size and burden of mental disorders and other disorders of the brain in Europe 2010
Wittchen, H. U., Jacobi, F., Rehm, J., Gustavsson, A., Svensson, M., Jönsson, B., Olesen, J., Allgulander, C., Alonso, J., Faravelli, C., et al. (2011) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2011.07.018 · Cited by 3,754 · see citing works
Complementary and alternative medicine use among adults and children: United States, 2007.
Barnes, P., Bloom, B., & Nahin, R. (2008) · National health statistics reports · doi:10.1037/e623942009-001 · Cited by 2,958 · see citing works
Kirsch, I., Deacon, B. J., Huedo-Medina, T. B., Scoboria, A., Moore, T. J., & Johnson, B. T. (2008) · PLoS Medicine · doi:10.1371/journal.pmed.0050045 · Cited by 2,442 · see citing works
Unützer, J., Katon, W., Callahan, C. M., Williams, Jr., Hunkeler, E., Harpole, L., Hoffing, M., Della Penna, R. D., Noël, P. H., Lin, E. H. B., et al. (2002) · JAMA · doi:10.1001/jama.288.22.2836 · Cited by 2,405 · see citing works
Antidepressant Drug Effects and Depression Severity: A Patient-Level Meta-analysis
Fournier, J. C., DeRubeis, R. J., Hollon, S. D., Dimidjian, S., Amsterdam, J. D., Shelton, R. C., & Fawcett, J. (2010) · JAMA · doi:10.1001/jama.2009.1943 · Cited by 2,009 · see citing works
Poverty and common mental disorders in low and middle income countries: A systematic review
Lund, C., Breen, A., Flisher, A. J., Kakuma, R., Corrigall, J., Joska, J. A., Swartz, L., & Patel, V. (2010) · Social Science & Medicine · doi:10.1016/j.socscimed.2010.04.027 · Cited by 1,375 · see citing works
Kessler, R. C. (2012) · Psychiatric Clinics of North America · doi:10.1016/j.psc.2011.11.005 · Cited by 871 · see citing works
Velligan, D. I., Weiden, P. J., Sajatovic, M., Scott, J. L., Carpenter, D., Ross, R., & Docherty, J. P. (2009) · PubMed · Cited by 625 · see citing works
Woltmann, E., Grogan-Kaylor, A., Perron, B., Georges, H., Kilbourne, A. M., & Bauer, M. S. (2012) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2012.11111616 · Cited by 603 · see citing works
Adjunctive Nutraceuticals for Depression: A Systematic Review and Meta-Analyses
Sarris, J., Murphy, J., Mischoulon, D., Papakostas, G. I., Fava, M., Berk, M., & Ng, C. H. (2016) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2016.15091228 · Cited by 436 · see citing works
Cunningham, P. J. (2009) · Health Affairs · doi:10.1377/hlthaff.28.3.w490 · Cited by 420 · see citing works
(2008) · PubMed · Cited by 292 · see citing works
Severity of Depression and Magnitude of Productivity Loss
Beck, A., Crain, A. L., Solberg, L. I., Unutzer, J., Glasgow, R. E., Maciosek, M. V., & Whitebird, R. (2011) · The Annals of Family Medicine · doi:10.1370/afm.1260 · Cited by 290 · see citing works
Cost-effectiveness of a Multicondition Collaborative Care Intervention
Russo, J. (2012) · Archives of General Psychiatry · doi:10.1001/archgenpsychiatry.2011.1548 · Cited by 287 · see citing works
Current and Emerging Drug Treatment Options for Alzheimerʼs Disease
Herrmann, N., Chau, S. A., Kircanski, I., & Lanctôt, K. L. (2011) · Drugs · doi:10.2165/11595870-000000000-00000 · Cited by 238 · see citing works
Is complementary and alternative medicine (CAM) cost-effective? a systematic review
Herman, P. M., Craig, B. M., & Caspi, O. (2005) · BMC Complementary and Alternative Medicine · doi:10.1186/1472-6882-5-11 · Cited by 231 · see citing works
Improving Depression Care for Older, Minority Patients in Primary Care
Areán, P. A., Ayalon, L., Hunkeler, E. M., Lin, E. H. B., Tang, L., Harpole, L. H., Hendrie, H. C., Williams, J. W., & Unützer, J. (2005) · Medical Care · doi:10.1097/01.mlr.0000156852.09920.b1 · Cited by 222 · see citing works
Ell, K., Katon, W. J., Xie, B., Lee, P.-J., Kapetanovic, S., Guterman, J. J., & Chou, C.-P. (2010) · Diabetes Care · doi:10.2337/dc09-1711 · Cited by 222 · see citing works
Herman, P. M., Poindexter, B. L., Witt, C. M., & Eisenberg, D. M. (2012) · BMJ Open · doi:10.1136/bmjopen-2012-001046 · Cited by 185 · see citing works
Costs and consequences of enhanced primary care for depression
Gilbody, S. M., Bower, P., & Whitty, P. (2006) · The British Journal of Psychiatry · doi:10.1192/bjp.bp.105.016006 · Cited by 173 · see citing works
Katon, W. J., Roy-Byrne, P., Russo, J., & Cowley, D. (2002) · Archives of General Psychiatry · doi:10.1001/archpsyc.59.12.1098 · Cited by 171 · see citing works
Managing Weight Gain and Metabolic Issues in Patients Treated With Atypical Antipsychotics
Henderson, D. C. (2008) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.0208e04 · Cited by 158 · see citing works
Hartling, L., Abou-Setta, A. M., Dursun, S. M., Mousavi, S. S., Pasichnyk, D., & Newton, A. S. (2012) · Annals of Internal Medicine · doi:10.7326/0003-4819-157-7-201210020-00525 · Cited by 140 · see citing works
Sirois, F. M. (2008) · BMC Complementary and Alternative Medicine · doi:10.1186/1472-6882-8-16 · Cited by 121 · see citing works
Wu, P., Fuller, C., Liu, X., Lee, H.-C., Fan, B., Hoven, C. W., Mandell, D., Wade, C., & Kronenberg, F. (2007) · Psychiatric Services · doi:10.1176/ps.2007.58.3.349 · Cited by 120 · see citing works
Thomson, P., Jones, J., Evans, J. M. M., & Leslie, S. (2011) · Complementary Therapies in Medicine · doi:10.1016/j.ctim.2011.10.001 · Cited by 114 · see citing works
Stafford, M. R., Mayo-Wilson, E., Loucas, C. E., James, A. C., Hollis, C. P., Birchwood, M. J., & Kendall, T. (2015) · PLoS ONE · doi:10.1371/journal.pone.0117166 · Cited by 110 · see citing works
Collaborative care approaches for people with severe mental illness
Reilly, S., Planner, C., Gask, L. L., Hann, M., Knowles, S. E., Druss, B. G., & Lester, H. E. (2013) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd009531.pub2 · Cited by 110 · see citing works
Use of Complementary and Alternative Medicine in a Large Sample of Anxiety Patients
Bystritsky, A., Hovav, S., Sherbourne, C. D., Stein, M. B., Rose, R. D., Campbell‐Sills, L., Golinelli, D., Sullivan, G., Craske, M. G., & Roy‐Byrne, P. (2012) · Psychosomatics · doi:10.1016/j.psym.2011.11.009 · Cited by 108 · see citing works
Serious psychiatric and neurological adverse effects of herbal medicines – a systematic review
Ernst, E. (2003) · Acta Psychiatrica Scandinavica · doi:10.1034/j.1600-0447.2003.00158.x · Cited by 101 · see citing works
Ell, K., Katon, W. J., Cabassa, L. J., Xie, B., Lee, P.-J., Kapetanovic, S., & Guterman, J. (2009) · The International Journal of Psychiatry in Medicine · doi:10.2190/pm.39.2.a · Cited by 97 · see citing works
Grypma, L., Haverkamp, R., Little, S., & Unützer, J. (2006) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2005.10.008 · Cited by 86 · see citing works
Levine, S., Unützer, J., Yip, J. Y., Hoffing, M., Leung, M., Fan, M.-Y., Lin, E. H. B., Grypma, L., Katon, W. J., Harpole, L. H., et al. (2005) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2005.06.001 · Cited by 85 · see citing works
Cost and Quality Impact of Intermountainʼs Mental Health Integration Program
Reiss-Brennan, B., Briot, P., Savitz, L. A., Cannon, W., & Staheli, R. (2010) · Journal of Healthcare Management · doi:10.1097/00115514-201003000-00006 · Cited by 76 · see citing works
Impact of bipolar disorder in employed populations.
Laxman, K. E., Lovibond, K., & Hassan, M. K. (2008) · PubMed · Cited by 76 · see citing works
Lebensohn, P., Kligler, B., Dodds, S. E., Schneider, C., Sroka, S., Benn, R., Cook, P., Guerrera, M. P., Dog, T. L., Sierpina, V. S., et al. (2012) · Journal of Graduate Medical Education · doi:10.4300/jgme-04-01-30 · Cited by 58 · see citing works
Druss, B. G., von Esenwein, S. A., Compton, M. T., Zhao, L., & LESLIE, D. L. (2011) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2011.11010071 · Cited by 56 · see citing works
Ell, K., Aranda, M., Xie, B., Lee, P.-J., & Chou, C. (2010) · American Journal of Geriatric Psychiatry · doi:10.1097/jgp.0b013e3181cc0350 · Cited by 52 · see citing works
Integrative Mental Health (IMH): Paradigm, Research, and Clinical Practice
Lake, J., Helgason, C., & Sarris, J. J. (2012) · EXPLORE · doi:10.1016/j.explore.2011.10.001 · Cited by 52 · see citing works
Self-citationSTEP-BD and bipolar depression: What have we learned?
Thase, M. E. (2007) · Current Psychiatry Reports · doi:10.1007/s11920-007-0068-9 · Cited by 51 · see citing works
Collaborative care for mood disorders
Simon, G. E. (2008) · Current Opinion in Psychiatry · doi:10.1097/yco.0b013e328313e3f0 · Cited by 46 · see citing works
Health and Medical Economics Applied to Integrative Medicine
Pelletier, K. R., Herman, P. M., Metz, R. D., & Nelson, C. F. (2010) · EXPLORE · doi:10.1016/j.explore.2009.12.009 · Cited by 38 · see citing works
Reducing the silent burden of impaired mental health
Anderson, P., Jané‐Llopis, E., & Hosman, C. M. H. (2011) · Health Promotion International · doi:10.1093/heapro/dar051 · Cited by 33 · see citing works
Hoenders, R. H. J., Appelo, M. T., van den Brink, E. H., Hartogs, B. M. A., & de Jong, J. T. V. M. (2011) · The Journal of Alternative and Complementary Medicine · doi:10.1089/acm.2010.0762 · Cited by 29 · see citing works
Preventive psychiatry: a paradigm to improve population mental health and well-being
Bhui, K. S., & Dinos, S. (2011) · The British Journal of Psychiatry · doi:10.1192/bjp.bp.110.091181 · Cited by 29 · see citing works
Clinical depression: an evidence-based integrative complementary medicine treatment model.
Sarris, J. J. (2011) · PubMed · Cited by 20 · see citing works
Hoenders, R. H. J., Bos, E. H., de Jong, J. T. V. M., & de Jonge, P. (2012) · Psychotherapy and Psychosomatics · doi:10.1159/000335928 · Cited by 18 · see citing works
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Shah, K. H., Kamrai, D., Mekala, H. M., Mann, B., Desai, K. M., & Patel, R. S. (2020) · Cureus · doi:10.7759/cureus.7405 · Cited by 430 · see citing works
Carlo, F. D., Sociali, A., Picutti, E., Pettorruso, M., Vellante, F., Verrastro, V., Martinotti, G., & Giannantonio, M. D. (2020) · International Journal of Clinical Practice · doi:10.1111/ijcp.13716 · Cited by 216 · see citing works
“Yet, due to barriers including access, cost and stigma, estimates suggest that up to two-thirds of individuals do not access or receive evidence-based care [54].”
BackgroundOtu, A., Charles, C. H., & Yaya, S. (2020) · International Journal of Mental Health Systems · doi:10.1186/s13033-020-00371-w · Cited by 181 · see citing works
“Although mental health problems account for about onethird of the world’s disability among adults, these issues tend to be under-addressed and overlooked in society [5].”
BackgroundEconomic evaluations and cost analyses in posttraumatic stress disorder: a systematic review
von der Warth, R., Dams, J., Grochtdreis, T., & König, H. (2020) · European Journal of Psychotraumatology · doi:10.1080/20008198.2020.1753940 · Cited by 106 · see citing works
“With integrated care, persons with PTSD may benefit due to the increased ability to address special needs by combining medical, psychological, social and cultural care (Lake & Turner, 2017).”
BackgroundFernández‐Aranda, F., Treasure, J., Paslakis, G., Agüera, Z., Giménez, M., Granero, R., Sánchez, I., Serrano‐Troncoso, E., Gorwood, P., Herpertz‐Dahlmann, B., et al. (2021) · European Eating Disorders Review · doi:10.1002/erv.2822 · Cited by 99 · see citing works
Forbes, A., Keleher, M. R., Venditto, M., & DiBiasi, F. (2023) · Journal of Medical Internet Research · doi:10.2196/43727 · Cited by 94 · see citing works
“Given the barriers to access and the limited response to existing treatments, there is an unmet need for new and more personalized treatments for depression [29-31].”
Gual-Montolio, P., Jaén, I., Martínez-Borba, V., Castilla, D., & Suso-Ribera, C. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19137737 · Cited by 93 · see citing works
“It is crucial to change the current model of mental care to make it sustainable and reachable [30].”
BackgroundRecommender systems for mental health apps: advantages and ethical challenges
Valentine, L., D’Alfonso, S., & Lederman, R. (2022) · AI & Society · doi:10.1007/s00146-021-01322-w · Cited by 97 · see citing works
“To date, mental ill-health accounts for approximately one-third of all years lost to disability globally (Lake and Turner 2017).”
BackgroundFernandes, S., Fond, G. B., Zendjidjian, X. Y., Baumstarck, K., Lançon, C., Berna, F. S., Schürhoff, F., Aouizerate, B., Henry, C., Étain, B., et al. (2020) · Patient Preference and Adherence · doi:10.2147/ppa.s255264 · Cited by 82 · see citing works
Factors Associated with Professional Mental Help-Seeking Among U.S. Immigrants: A Systematic Review
Mohammadifirouzeh, M., Oh, K. M., Basnyat, I., & Gimm, G. W. (2023) · Journal of Immigrant and Minority Health · doi:10.1007/s10903-023-01475-4 · Cited by 71 · see citing works
“Therefore, a thorough and multi-disciplinary approach is needed to focus on immigrants’ mental needs including overcoming obstacles for seeking mental care [15, 20, 21].”
BackgroundSpinelli, M. A., Laborde, N. D., Kinley, P., Whitacre, R., Scott, H. M., Walker, N., Liu, A., Gandhi, M., & Buchbinder, S. (2020) · Journal of the International AIDS Society · doi:10.1002/jia2.25472 · Cited by 66 · see citing works
“One participant specifically requested that mental health services be co-located within primary care clinics that offer PrEP [30].”
BackgroundEvans, A. C., & Bufka, L. F. (2020) · Preventing Chronic Disease · doi:10.5888/pcd17.200261 · Cited by 64 · see citing works
“A population health approach is needed to address the impact of the COVID-19 pandemic and the inadequacies of the nation’s current approach to behavioral health needs, which have been magnified during the pandemic (6).”
Davies, J. N., Faschinger, A., Galante, J., & Dam, N. T. V. (2024) · Scientific Reports · doi:10.1038/s41598-024-64562-y · Cited by 61 · see citing works
“Increases in accessibility 52 , evidence regarding health and wellbeing benefits 10–12 , and barriers to accessing conventional mental health services 38,39 may be contributing to increases in use across all practices.”
BackgroundThe economics of psychedelic-assisted therapies: A research agenda
Marseille, E. A., Bertozzi, S., & Kahn, J. G. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.1025726 · Cited by 56 · see citing works
“The need for more effective mental health treatments is widely acknowledged (17).”
BackgroundOverview of Therapeutic Ultrasound Applications and Safety Considerations: 2024 Update
Bader, K. B., Padilla, F. R., Haworth, K. J., Ellens, N. P. K., Dalecki, D., Miller, D. L., & Wear, K. A. (2024) · Journal of Ultrasound in Medicine · doi:10.1002/jum.16611 · Cited by 60 · see citing works
Cohen, K. A., Stiles‐Shields, C., Winquist, N. W., & Lattie, E. G. (2021) · The Journal of Behavioral Health Services & Research · doi:10.1007/s11414-020-09746-w · Cited by 51 · see citing works
“24 Results showed high rates of willingness to speak with a primary care provider about mental health, potentially supporting the use of collaborative care models to connect individuals in need with both traditional and nontraditional services.(25) Results showed lower rates of willingness to use peer counseling servi…”
BackgroundO’Donnell, S., Lohan, M., Oliffe, J. L., Grant, D., & Galway, K. (2021) · Arts & Health · doi:10.1080/17533015.2021.1894463 · Cited by 50 · see citing works
The clinical impact of pharmacist services on mental health collaborative teams: A systematic review
Davis, B. R., Qian, J., Ngorsuraches, S., Jeminiwa, R. N., & Garza, K. B. (2020) · Journal of the American Pharmacists Association · doi:10.1016/j.japh.2020.05.006 · Cited by 43 · see citing works
“Inclusion criteria were as follows: (1) pharmacists were included on mental health collaborative team defined as two or more health care providers working together to provide mental health care to patients, (2) mental health clinical outcomes were measured with a validated tool, and (3) the article was written in Engl…”
The common‐sense model and mental illness outcomes: A meta‐analysis
Cannon, M. E., Credé, M., Kimber, J. M., Brunkow, A., Nelson, R., & McAndrew, L. M. (2022) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2721 · Cited by 42 · see citing works
Haasbroek, H., & Morojele, N. K. (2021) · Review Journal of Autism and Developmental Disorders · doi:10.1007/s40489-021-00242-1 · Cited by 40 · see citing works
Horgan, S. A., Prorok, J. C., Ellis, K., Mullaly, L., Cassidy, K.-L., Seitz, D. P., & Checkland, C. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph21060664 · Cited by 44 · see citing works
“This affects the extent to which mental health issues can be prevented, detected, assessed, and treated in this population [113].”
BackgroundThe Use of Complementary and Alternative Medicine (CAM) in Psychiatric Units in Sweden
Wemrell, M., Olsson, A., & Landgren, K. (2020) · Issues in Mental Health Nursing · doi:10.1080/01612840.2020.1744203 · Cited by 41 · see citing works
Ben‐Arye, E., Lopez, G., Rassouli, M., Ortiz, M., Cramer, H., & Samuels, N. (2024) · Current Psychiatry Reports · doi:10.1007/s11920-024-01515-2 · Cited by 32 · see citing works
Stepping Up: Predictors of ‘Stepping’ within an iCBT Stepped-Care Intervention for Depression
Nicholas, J., Ringland, K. E., Graham, A. K., Knapp, A. A., Lattie, E. G., Kwasny, M., & Mohr, D. C. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph16234689 · Cited by 31 · see citing works
“Yet, due to barriers including access, cost, and stigma, estimates suggest that up to two-thirds of individuals with depression or anxiety do not access or receive evidence-based care such as cognitive behavioral therapy (CBT; [2]).”
BackgroundGandré, C., & Coldefy, M. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17103367 · Cited by 28 · see citing works
“In addition, our analysis was conducted on a population of individuals who received a recent treatment for SMI, and the real prevalence of such disorders is likely to be higher [59].”
MethodAdams, D. M., Reay, W. R., Geaghan, M. P., & Cairns, M. J. (2020) · Neuropsychopharmacology · doi:10.1038/s41386-020-00847-w · Cited by 28 · see citing works
“Currently, psychiatric disorders are treated with a combination of medication [8, 9] and psychotherapy approaches [10].”
BackgroundCabrera, L. Y., Miller, M. M. C., Achtyes, E. D., McCright, A. M., & Bluhm, R. L. (2022) · Psychiatry Research · doi:10.1016/j.psychres.2022.114612 · Cited by 29 · see citing works
“…neuroethicists—and bioethicists more generally—are increasingly focusing on social justice considerations, including how individuals with limited resources and lower socioeconomic status may be disproportionately affected, as poverty is correlated with higher burden of mental illness (Lake, 2017).”
BackgroundHossain, M. M., Sultana, A., Ma, P., Fan, Q., Sharma, R., Purohit, N., & Sharmin, D. F. (2020) · doi:10.31234/osf.io/4r3mh · Cited by 27 · see citing works
Brown, A., Alas, H., Bortz, C. A., Pierce, K. E., Vasquez-Montes, D., Ihejirika-Lomedico, R. C., Segreto, F. A., Haskel, J. D., Kaplan, D. J., Segar, A. H., et al. (2020) · Journal of Clinical Neuroscience · doi:10.1016/j.jocn.2020.11.049 · Cited by 26 · see citing works
Fatality of 33‐Year‐Old Man Involving Kratom Toxicity
Matson, M., & Schenk, N. (2019) · Journal of Forensic Sciences · doi:10.1111/1556-4029.14082 · Cited by 24 · see citing works
“tional treatment modalities are being sought by patients for alleviation of symptoms (1).”
BackgroundGenetic feedback for psychiatric conditions: Where are we now and where are we going
Driver, M. N., Kuo, S. I., & Dick, D. M. (2020) · American Journal of Medical Genetics Part B Neuropsychiatric Genetics · doi:10.1002/ajmg.b.32815 · Cited by 23 · see citing works
Tu, J.-C., Luo, S.-C., Lee, Y.-L., Shih, M.-F., & Chiu, S.-P. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19106059 · Cited by 23 · see citing works
“Some patients come to the hospital to seek psychological treatments, and they need to communicate with doctors to relieve their inner anxiety instead of receiving medical diagnoses and treatments [52].”
BackgroundSatre, D. D., Palzes, V. A., Young-Wolff, K. C., Parthasarathy, S., Weisner, C., Guydish, J., & Campbell, C. I. (2020) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2020.108097 · Cited by 22 · see citing works
A modeling-based approach to optimize COVID-19 vaccine dosing schedules for improved protection
Dogra, P., Schiavone, C., Wang, Z., Ruiz-Ramírez, J., Caserta, S., Staquicini, D. I., Markosian, C., Wang, J., Sostman, D. H., Pasqualini, R., et al. (2023) · JCI Insight · doi:10.1172/jci.insight.169860 · Cited by 20 · see citing works
Using Meditation to Reduce Stress, Anxiety, and Depression in Nursing Students
Holden, S., & O’Connell, K. A. (2023) · Journal of Nursing Education · doi:10.3928/01484834-20230612-02 · Cited by 21 · see citing works
Nonlinear classification of emotion from EEG signal based on maximized mutual information
Ghosh, S. M., Bandyopadhyay, S., & Mitra, D. (2021) · Expert Systems with Applications · doi:10.1016/j.eswa.2021.115605 · Cited by 18 · see citing works
Gama, B., & Laher, S. (2023) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-023-00360-z · Cited by 18 · see citing works
“However, increasing mental healthcare needs cannot be solely taken up by community healthcare and require a supporting practice that further improves the training for clinicians and re-envisions the delivery of mental health care (Lake & Turner, 2017).”
A qualitative exploration of mental health services provided in community pharmacies
Crespo-González, C., Dineen‐Griffin, S., Rae, J., & Hill, R. A. (2022) · PLoS ONE · doi:10.1371/journal.pone.0268259 · Cited by 18 · see citing works
Automatic Detection of Mental Health Status using Alpha Subband of EEG Data
Ranjan, R., Neeti, & Sahana, B. C. (2022) · IEEE International Symposium on Medical Measurements and Applications (MeMeA) · doi:10.1109/memea54994.2022.9856586 · Cited by 19 · see citing works
“The treatment of mental illness requires long-term medications [7] which puts a heavy financial strain on the family.”
BackgroundBassi, E. M., Bright, K. S., Norman, L., Pintson, K., Daniel, S., Sidhu, S., Gondziola, J., Bradley, J., Fersovitch, M., Stamp, L. K., et al. (2024) · Digital Health · doi:10.1177/20552076241253093 · Cited by 19 · see citing works
“3,4 Emerging evidence suggests that a substantial portion of mental health issues originate in childhood or adolescence, highlighting the importance of early intervention and support to facilitate positive long-term outcomes and mitigate the burden of mental illness in adulthood.”
BackgroundPilon, D., Szukis, H., Joshi, K., Singer, D., Sheehan, J. J., Wu, J. W., Lefèbvre, P., & Greenberg, P. E. (2019) · PharmacoEconomics - Open · doi:10.1007/s41669-019-0154-z · Cited by 18 · see citing works
Mokwena, K. E. (2021) · Children · doi:10.3390/children8070609 · Cited by 20 · see citing works
“It is for this reason that an urgent need for improved mental health care has been identified [19].”
BackgroundA Review of Mixed Methods Community-Based Participatory Research Applications in Mental Health
Jones, D. E., Lindquist-Grantz, R., & DeJonckheere, M. J. (2020) · Journal of Social Behavioral and Health Sciences · doi:10.5590/jsbhs.2020.14.1.18 · Cited by 16 · see citing works
“Some of these include but are not limited to healthcare access, food security, housing stability, environmental health, and crime rates (Jones et al., 2017; Lake & Turner, 2017; Silva et al., 2016), as well as documented racial and ethnic disparities (American Psychiatric Association, 2017).”
BackgroundShih, C. W., Pudipeddi, R., Uthayakumar, A., & Washington, P. Y. (2021) · JMIRx Med · doi:10.2196/24972 · Cited by 15 · see citing works
“Mental health conditions account for one-third of adult health conditions, and suicide is the leading cause of death among people 15-29 years of age [1].”
BackgroundBioresonance, an alternative therapy for mild and moderate depression
Muresan, D., Voidăzan, S. T., Sălcudean, A., Bodo, C. R., & Grecu, I. G. (2022) · Experimental and Therapeutic Medicine · doi:10.3892/etm.2022.11190 · Cited by 16 · see citing works
“In the current model of mental illness care, widely used treat‐ ments include pharmacological medication, psychotherapeutic techniques such as psychotherapy, cognitive‐behavioral therapy and also electroconvulsive therapy and transcranial magnetic stimulation (18,19).”
MethodCrișan, C. A., Milhem, Z., Stretea, R., Țața, I.-M., Cherecheș, R. M., & Micluția, I. (2023) · Journal of Personalized Medicine · doi:10.3390/jpm13020306 · Cited by 17 · see citing works
“Taken together, the constantly growing incidence of endogenous depression, the inconveniences associated with the currently available therapeutic options, and the related economic burden, create a clear demand for the development of more convenient ways to spot and alleviate the symptoms of endogenous depression [67,6…”
BackgroundJagayat, J., Kumar, A., Shao, Y., Pannu, A., Patel, C. B., Shirazi, A., Omrani, M., & Alavi, N. (2023) · JMIR Mental Health · doi:10.2196/51704 · Cited by 15 · see citing works
“Despite the negative consequences of depression, only one-third of individuals receive treatment, and of those, only 3 in 5 people receive sufficient care [7,8].”
Sedentary Habits and Their Detrimental Impact on Global Health: A Viewpoint
Singh, C., Bandre, G. R., Gajbe, U., Shrivastava, S. R., Tiwade, Y. R., Bankar, N. J., & Moizuddin, K. (2024) · National Journal of Community Medicine · doi:10.55489/njcm.150220243590 · Cited by 20 · see citing works
Stem cell-based models and therapies: a key approach into schizophrenia treatment
Larijani, B. A., Roudsari, P. P., Hadavandkhani, M., Alavi-Moghadam, S., Rezaei–Tavirani, M., Goodarzi, P., Sayahpour, F. A., Mohamadi-Jahani, F., & Arjmand, B. (2021) · Cell and Tissue Banking · doi:10.1007/s10561-020-09888-3 · Cited by 16 · see citing works
“Hereupon, also discovering more appropriate therapies for schizophrenia as one of the most serious of all psychiatric disorders, can be considered as an important social health issue (Lake and Turner 2017; Soliman et al. 2017).”
BackgroundKosasih, F. R., Yee, V. T. S., Toh, S. H. Y., & Sündermann, O. (2023) · PLOS Digital Health · doi:10.1371/journal.pdig.0000095 · Cited by 15 · see citing works
Croasdale, K., Grailey, K., Jennings, N. R., Mole, J. A., & Lawrance, E. (2023) · The Journal of Climate Change and Health · doi:10.1016/j.joclim.2023.100253 · Cited by 16 · see citing works
Riley, A. J., Alshammary, S. A., Abuzied, Y., Al-Amer, R. M., Bin-Hussain, I. Z., Alwaalah, M., Alshammari, K. I., & AlQumaizi, K. I. (2023) · BMJ Leader · doi:10.1136/leader-2023-000851 · Cited by 15 · see citing works
Palzes, V. A., Kline‐Simon, A. H., Satre, D. D., Sterling, S., Weisner, C. M., & Chi, F. W. (2020) · Journal of Studies on Alcohol and Drugs · doi:10.15288/jsad.2020.81.436 · Cited by 15 · see citing works
“Psychiatric treatment includes assessment, individual and group psychotherapy, and medication management (Lake & Turner, 2017).”
BackgroundRising Cognitive Disability as a Public Health Concern Among US Adults
Wong, K., Anderson, C. D., Peterson, C., Bouldin, E. D., Littig, L., Krothapalli, N., Francis, T., Kim, Y., Cucufate, G., Rosand, J. M., et al. (2025) · Neurology · doi:10.1212/wnl.0000000000214226 · Cited by 14 · see citing works
Murphy, J., Oliver, G., Ng, C. H., Wain, C., Magennis, J., Opie, R., Bannatyne, A. J., & Sarris, J. J. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00091 · Cited by 14 · see citing works
“There are calls for an integrated response involving early diagnosis, treatment and management of physical and mental health via lifestyle modification (9).”
BackgroundBowles, N. I., & Van Dam, N. T. (2025) · Applied Psychology: Health and Well-Being · doi:10.1111/aphw.70063 · Cited by 15 · see citing works
“While the most established formal practices are typically undertaken in group settings (i.e., Crane et al., 2017), an increasing number of practitioners meditate on their own (Davies et al., 2024; Lake & Turner, 2017; Nagata et al., 2022).”
Peer, Y., & Koren, A. (2022) · International Journal of Mental Health Nursing · doi:10.1111/inm.13027 · Cited by 16 · see citing works
Windarwati, H. D., Susanti, H., Brooks, H. L., Wardani, I. Y., Hasniah, Raya, M., Ati, N. A. L., & Sari, H. (2023) · PLoS ONE · doi:10.1371/journal.pone.0289943 · Cited by 23 · see citing works
Agyapong, V. I. O., Ritchie, A., Doucet, K., Agyapong-Opoku, G., Shalaby, R., Hrabok, M., Ulzen, T., & Osei, A. O. (2020) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2020.24 · Cited by 13 · see citing works
“Spending money on improved mental health care will likely increase the interest of medical students in pursuing psychiatry careers as well as decrease the associated socio-economic costs and the number of years a person spends living with a disability (Lake and Turner, 2017).”
BackgroundRothman, B., Slomkowski, M., Speier, A., Rush, A. J., Trivedi, M. H., Lawson, E., Fahmy, M., Carpenter, D., Chen, D., & Forbes, A. (2024) · JMIR Research Protocols · doi:10.2196/56960 · Cited by 12 · see citing works
Sverdlichenko, I., Hawke, L. D., & Henderson, J. L. (2021) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2021.108592 · Cited by 12 · see citing works
Mental Health and Psychotropic Stigma Among Student Pharmacists
Davis, B. R., McDaniel, C. C., Wang, C.-H., & Garza, K. B. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.818034 · Cited by 12 · see citing works
“Depression alone causes annual losses in productivity that cost the United States over $31 billion (5).”
BackgroundComparing Naturalistic Mental Health Expressions on Student Loan Debts Using Reddit and Twitter
Sinha, G. R., Larrison, C. R., Brooks, I. S., & Kursuncu, U. (2023) · Journal of Evidence-Based Social Work · doi:10.1080/26408066.2023.2202668 · Cited by 12 · see citing works
Kellett, S., Bee, C., Smithies, J., Aadahl, V., Simmonds‐Buckley, M., Power, N., Williams, C., Fallon, N., & Delgadillo, J. (2023) · The British Journal of Psychiatry · doi:10.1192/bjp.2023.78 · Cited by 11 · see citing works
“Trial outcomes were benchmarked as broadly equivalent to service outcomes, and effect sizes were also comparable with meta-analysed IAPT outcomes.”
BackgroundMethodInfluentialOrr, L. C., Graham, A. K., Mohr, D. C., & Greene, C. J. (2020) · JMIR Mental Health · doi:10.2196/16341 · Cited by 11 · see citing works
“Scarce provider resources and varied geographic, economic, and health factors hinder patients’ability to access treatment [3].”
BackgroundSwinkels, L. T. A., Hoeve, M., ter Harmsel, J. F., Schoonmade, L. J., Dekker, J., Popma, A., & van der Pol, T. M. (2023) · Clinical Psychology Review · doi:10.1016/j.cpr.2023.102321 · Cited by 12 · see citing works
Dahli, M. P., Brekke, M., Ruud, T., & Haavet, O. R. (2020) · Scandinavian Journal of Primary Health Care · doi:10.1080/02813432.2020.1783477 · Cited by 11 · see citing works
“There have been concerns that current research and treatment models for mental disorders do not adequately address the complex challenges of mental illness as it is presented in general practice [14] and there have been suggestions to move into more collaborative-type care models [15].”
BackgroundKolar, M., Varcoe, C., Brown, H., & Einboden, R. (2023) · Health An Interdisciplinary Journal for the Social Study of Health Illness and Medicine · doi:10.1177/13634593221096241 · Cited by 10 · see citing works
“This is a costly approach for both the individual, health care system and society, leading to under-treated mental health issues, repeat admissions, and reductions in people seeking help or even avoiding mental health care due to traumatic involuntary treat-ment experiences (Lake and Turner, 2017).”
BackgroundSulley, S., & Bayssie, M. (2021) · Cureus · doi:10.7759/cureus.13287 · Cited by 11 · see citing works
“This further highlights the need for more focus and investment in mental and behavioral health to mitigate disproportionate health outcomes among these populations [15-18].”
BackgroundReducing Readmission of Hospitalized Patients With Depressive Symptoms: A Randomized Trial
Mitchell, S. E., Reichert, M., Martin-Howard, J., Krizman, K., Bragg, A., Huffaker, M., Parker, K., Cawley, M., Roberts, H. W., Sung, Y., et al. (2022) · The Annals of Family Medicine · doi:10.1370/afm.2801 · Cited by 10 · see citing works
Reflecting on Emotions within VR Mood Worlds
Wagener, N., & Niess, J. (2021) · ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) · doi:10.1145/3460418.3479342 · Cited by 10 · see citing works
“The amount of available services is limited and often there is social stigma attached to seeing a psychotherapist [11, 22].”
BackgroundLearnings from conducting mental health research during 2004 tsunami in Tamil Nadu, India
Padmavati, R., Raghavan, V., Rera, H., Kearns, M., Rao, K., John, S., & THARA, R. (2020) · BMC Public Health · doi:10.1186/s12889-020-09733-y · Cited by 9 · see citing works
“However, specifics related to research and training are yet to be integrated into practice [22] and address barriers to the commencement of research, such as standardizing ethical guidelines for disaster research and expediting approval from ethical review boards.”
BackgroundBrowne, T. A., McKinney, S. H., Duck, L., Baliko, B., Blake, E., Bethel, S. R., & Christopher, R. B. (2021) · Journal of Interprofessional Care · doi:10.1080/13561820.2021.1967896 · Cited by 9 · see citing works
“An interdisciplinary, collaborative approach to the delivery of mental health services is preferred (Happell et al., 2019; Lake & Turner, 2017), to improve client outcomes (Kilbourne et al., 2018) (such as emergency department visits and hospitalizationsGaglioti et al., 2017; Reilly et al., 2013)…”
BackgroundBarnes, G. L., Haghiran, M. Z., & Tracy, D. K. (2022) · International Journal of Mental Health Nursing · doi:10.1111/inm.12972 · Cited by 9 · see citing works
Leung, J., & Li, K. (2023) · Healthcare · doi:10.3390/healthcare11152134 · Cited by 9 · see citing works
“Therefore, there is a pressing need to explore novel evidence-based interventions that can be integrated into existing mental health services to improve access to effective treatment and help individuals achieve better mental health outcomes [7,8].”
BackgroundAbdul-Hussein, A., Kareem, A., Tewari, S., Bergeron, J., Briollais, L., Challis, J. R. G., Davidge, S. T., Delrieux, C. A., Fortier, I., Goldowitz, D., et al. (2020) · Journal of Developmental Origins of Health and Disease · doi:10.1017/s2040174420000689 · Cited by 9 · see citing works
Anton, M. T., Greenberger, H. M., Andreopoulos, E., & Pande, R. L. (2021) · JMIR Formative Research · doi:10.2196/27570 · Cited by 9 · see citing works
“In addition, even when individuals are able to access traditional face-to-face services, the lag between symptom onset and treatment initiation is, on average, 11 years [6,7].”
BackgroundTelepsychiatry Netiquette: Connect, Communicate and Consult
Kumar, M. S., Krishnamurthy, S., Dhruve, N., Somashekar, B., & Gowda, M. R. N. (2020) · Indian Journal of Psychological Medicine · doi:10.1177/0253717620958170 · Cited by 8 · see citing works
Mental health innovative solutions in the context of the COVID-19 pandemic
Rocha, A., & Almeida, F. L. (2021) · Journal of Science and Technology Policy Management · doi:10.1108/jstpm-11-2020-0165 · Cited by 8 · see citing works
Mapping the landscape: surf therapy program delivery
Brennan, M., Stain, H. J., & Marshall, J. (2024) · Journal of Outdoor and Environmental Education · doi:10.1007/s42322-023-00152-2 · Cited by 6 · see citing works
“As such, there is increasing interest in alternative and grassroot-based approaches to the 1 3 Journal of Outdoor and Environmental Education (2024) 27:235–254 treatment of mental health across diverse populations and cultures (Lake & Turner, 2017; Thirthalli et al., 2016).”
Flaws, D., Patterson, S., Bagshaw, T., Boon, K., Kenardy, J. A., Sellers, D., & Tronstad, O. (2023) · Nursing Open · doi:10.1002/nop2.1935 · Cited by 7 · see citing works
“Critical care is a domain in which caring for people with mental illness is particularly challenging (Giandinoto & Edward, 2014 , 2015; Kahl & Correll, 2020 ; Lake & Turner, 2017 ; MacNeela et al., 2012 ).”
Smartphone-Based Wellness Assessment Using Mobile Environmental Sensors
McLeod, K., Spachos, P., & Plataniotis, K. N. (2020) · IEEE Systems Journal · doi:10.1109/jsyst.2020.3004558 · Cited by 7 · see citing works
“In the United States, a depressed mood is the leading cause of disability about people aged 15–44 [1].”
BackgroundWang, S., Zhang, M., Huang, X., Hu, T., Li, Z., Sun, Q. C., & Liu, Y. (2022) · Cambridge Journal of Regions Economy and Society · doi:10.1093/cjres/rsac025 · Cited by 7 · see citing works
van Oosterzee, A. (2024) · AI & Society · doi:10.1007/s00146-024-02012-z · Cited by 6 · see citing works
“…Collaborators 2022) are shaping to be one of the biggest challenges of our time, especially in low-and middle-income countries, where treatment opportunities are scarce, and in countries where war, conflict, and poverty are aggravating the prevalence of mental disorders (Lake and Turner 2017).”
McFadden, T., Simon, C., Kobeissi, B., & Gérin‐Lajoie, C. (2020) · Canadian Journal of Ophthalmology · doi:10.1016/j.jcjo.2020.03.009 · Cited by 6 · see citing works
A Holistic Client Functioning Profile Comparison of People With Serious Mental Illness
Schmit, M. K., Oller, M. L., Tapia-Fuselier, J. L., & Schmit, E. L. (2020) · Journal of Counseling & Development · doi:10.1002/jcad.12295 · Cited by 6 · see citing works
An Experimental Framework for Wellness Assessment Using the Internet of Things
McLeod, K., Spachos, P., & Plataniotis, K. N. (2020) · IEEE Internet Computing · doi:10.1109/mic.2020.2972817 · Cited by 6 · see citing works
“Poverty is one factor that is linked to mental illness worldwide [3].”
BackgroundInfluentialIntegrating Mental Health Support in Emergency Planning and Disaster Risk Mitigation StrategiesPreprint
Kouhirostamkolaei, M. (2023) · Qeios · doi:10.32388/02rtjc · Cited by 7 · see citing works
“[5] Many researchers believe that this kind of support doesn’t respond adequately to mental health chronic issues.[6][2] Severe reactions when they are left unloved can lead to suicidal behaviors, social isolation, and other medical problems that often negatively affect normal activities and could develop into a psych…”
BackgroundBert, F., Moro, G. L., Giacomini, G., Minutiello, E., & Siliquini, R. (2023) · Health Promotion International · doi:10.1093/heapro/daad006 · Cited by 5 · see citing works
Holley, D., Lubkin, S., Brooks, A., Zaubler, T., & Carney, C. P. (2024) · Innovations in Digital Health Diagnostics and Biomarkers · doi:10.36401/iddb-24-4 · Cited by 5 · see citing works
Zolnoori, M., Williams, M. D., Leasure, W. B., Angstman, K. B., & Ngufor, C. G. (2020) · JMIR Research Protocols · doi:10.2196/18366 · Cited by 5 · see citing works
“The majority of patients in the United States, however, do not receive effective mental health care [9].”
The Brain Medicine Clinic: two cases highlighting the advantages of integrative care
Saravi, S. F. B., Mitchell, S. B., & Levitt, S. E. (2023) · BJPsych Open · doi:10.1192/bjo.2022.631 · Cited by 5 · see citing works
Wong, V. W.-H., Tong, J. T.-Y., Shi, N.-K., Ng, C. H., Sarris, J. J., & Ho, F. Y. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1231981 · Cited by 4 · see citing works
Sarı, A., Duman, Z. Ç., & Gül, Y. K. (2021) · Journal of the American Psychiatric Nurses Association · doi:10.1177/10783903211014928 · Cited by 4 · see citing works
“Collaborative care is a care approach in which patients and their families work together systematically to provide patient-centered care (Lake & Turner, 2017).”
BackgroundNguyen, W., Moles, R. J., O’Reilly, C. L., Robinson, J. D., Brand-Eubanks, D. C., Kim, A. E., Collins, J. C., & El‐Den, S. (2022) · BMC Medical Education · doi:10.1186/s12909-022-03920-8 · Cited by 4 · see citing works
Angeler, D. G., Smith, E., Berk, M., Ibáñez, A. M., & Eyre, H. A. (2023) · Discover Mental Health · doi:10.1007/s44192-023-00051-4 · Cited by 4 · see citing works
“Although significant mental health promotion and prevention programs are underway [4], these efforts are likely not enough to manage the loss of human capital [5].”
BackgroundBeyond one-size-fits-all: The rise of personalized treatment in schizophrenia
Nashwan, A. J., & Elawfi, B. (2024) · Personalized Medicine in Psychiatry · doi:10.1016/j.pmip.2024.100118 · Cited by 4 · see citing works
Fonseca, L., Castro, L., Rêgo, G., & Nunes, R. (2024) · Healthcare · doi:10.3390/healthcare12111078 · Cited by 4 · see citing works
“Secondly, in many cases, patients may not be offered or subjected to all the necessary treatments [82].”
BackgroundAledeh, M., Sokan‐Adeaga, A. A., Adam, H., Aledeh, S., & Kotera, Y. (2025) · Journal of Psychosocial Rehabilitation and Mental Health · doi:10.1007/s40737-024-00447-7 · Cited by 5 · see citing works
“This highlights an urgent need to develop accessible and sustainable mental health interventions for this population group (Lake & Turner, 2017).”
Chaudhry, M. M., Banta, J. E., McCleary, K., Mataya, R. H., & Banta, J. M. (2022) · International Journal of Mental Health · doi:10.1080/00207411.2022.2123694 · Cited by 4 · see citing works
“There have been calls for major changes in how mental and physical health care is provided (Lake & Turner, 2017) and some attempts to better integrate mental and physical health care, such as within the Veterans Affairs system (Leung et al., 2020).”
Background
- Authors
- Lake, J., & Turner, M. S.
- Affiliations
- Staff Psychiatrist at the Oakland Medical Center in CA at the time this article was written, and is a founding member and former Chair of the American Psychiatric Association Caucus on Complementary and Alternative Medicine. He is the author of four books on integrative mental health care..
- University of California, San Francisco (US)
- Venue
- The Permanente Journal
- Publisher
- The Permanente Federation
- Published
- 2017-12
- Volume
- 21
- Issue
- 4
- Pages
- 17-024
- ISSN
- 1552-5767 (ISSN-L)
- 1552-5775
- PMC
- PMC5593510
- OpenAlex
- W2743504348
- Cited by
- 201
- References
- 48
- Citations by year
- 2026: 8 · 2025: 13 · 2024: 29 · 2023: 30 · 2022: 32 · 2021: 37 · 2020: 42 · 2019: 9 · 2018: 1
- FWCI
- 17.64
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- The Permanente Journal (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Psychiatric care and mental health services
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Health Sciences › Health Professions › General Health Professions › Interprofessional Education and Collaboration
- Keywords
- mental health services, collaborative care, primary care integration, complementary and alternative medicine, integrative therapy, mental illness, prevention, Kaiser Permanente, clinician training, cost-effectiveness, severe mental illness
- MeSH terms
- Complementary Therapies, Mental Disorders, Cooperative Behavior, Cost-Benefit Analysis, Health Services Accessibility, Health Services Research, Humans, Inservice Training, Mental Health Services, Primary Health Care, Telemedicine, Practice Guidelines as Topic, Systems Integration, Patient Safety
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