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Stratified Care vs Stepped Care for Depression: A Cluster Randomized Clinical Trial
Open accessAbstract
Importance: Depression is a major cause of disability worldwide. Although empirically supported treatments are available, there is scarce evidence on how to effectively personalize psychological treatment selection. Objective: To compare the clinical effectiveness and cost-effectiveness of 2 treatment selection strategies: stepped care and stratified care. Design, Setting, and Participants: This multisite, cluster randomized clinical trial recruited participants from the English National Health Service from July 5, 2018, to February 1, 2019. Thirty clinicians working across 4 psychological therapy services were randomly assigned to provide stratified (n = 15) or stepped (n = 15) care. In stepped care, patients sequentially access low-intensity guided self-help followed by high-intensity psychotherapy. In stratified care, patients are matched with either low- or high-intensity treatments at initial assessment. Data were analyzed from May 18, 2020, to October 13, 2021, using intention-to-treat principles. Interventions: All clinicians used the same interview schedule to conduct initial assessments with patients seeking psychological treatment for common mental disorders, but those in the stratified care group received a personalized treatment recommendation for each patient generated by a machine learning algorithm. Eligible patients received either stratified or stepped care (ie, treatment as usual). Main Outcomes and Measures: The preregistered outcome was posttreatment reliable and clinically significant improvement (RCSI) of depression symptoms (measured using the 9-item Patient Health Questionnaire). The RCSI outcome was compared between groups using logistic regression adjusted for baseline severity. Cost-effectiveness analyses compared incremental costs and health outcomes of the 2 treatment pathways. Results: A total of 951 patients were included (618 women among 950 with data available [65.1%]; mean [SD] age, 38.27 [14.53] years). The proportion of cases of RCSI was significantly higher in the stratified care arm compared with the stepped care arm (264 of 505 [52.3%] vs 134 of 297 [45.1%]; odds ratio, 1.40 [95% CI, 1.04-1.87]; P = .03). Stratified care was associated with a higher mean additional cost per patient (£104.5 [95% CI, £67.5-£141.6] [$139.83 (95% CI, $90.32-$189.48)]; P < .001) because more patients accessed high-intensity treatments (332 of 583 [56.9%] vs 107 of 368 [29.1%]; χ2 = 70.51; P < .001), but this additional cost resulted in an approximately 7% increase in the probability of RCSI. Conclusions and Relevance: In this cluster randomized clinical trial of adults with common mental disorders, stratified care was efficacious and cost-effective for the treatment of depression symptoms compared with stepped care. Stratified care can improve depression treatment outcomes at a modest additional cost. Trial Registration: isrctn.org Identifier: ISRCTN11106183.
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“A two-arm waitlist-controlled RCT showed that increased pre–post global trait mindfulness mediated the effect of MBSR on lower posttreatment distress and avoidance in cancer patients [12].”
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Cites
The PHQ-9: Validity of a brief depression severity measure
Kroenke, K., Spitzer, R. L., & Williams, J. B. W. (2001) · Journal of General Internal Medicine · doi:10.1046/j.1525-1497.2001.016009606.x · Cited by 44,910
A Brief Measure for Assessing Generalized Anxiety Disorder: The GAD-7
Spitzer, R. L., Kroenke, K., Williams, J. B. W., & Löwe, B. (2006) · Archives of Internal Medicine · doi:10.1001/archinte.166.10.1092 · Cited by 31,765
Jacobson, N. S., & Truax, P. (1991) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.59.1.12 · Cited by 7,770
The Work and Social Adjustment Scale: a simple measure of impairment in functioning
Mundt, J. C., Marks, I. M., Shear, M. K., & Greist, J. M. (2002) · British Journal of Psychiatry · doi:10.1192/bjp.180.5.461 · Cited by 2,515
Bower, P., & Gilbody, S. (2005) · British Journal of Psychiatry · doi:10.1192/bjp.186.1.11 · Cited by 1,084
Shared decision making: really putting patients at the centre of healthcare
Stiggelbout, A. M., Weijden, T. V. D., Wit, M. P. T. D., Frosch, D., Legare, F., Montori, V. M., Trevena, L., & Elwyn, G. (2012) · BMJ · doi:10.1136/bmj.e256 · Cited by 1,014
The National Collaborating Centre for Mental Health
Kendall, T., & Pilling, S. (2004) · UCL Discovery (University College London) · Cited by 840
Clark, D. M. (2011) · International Review of Psychiatry · doi:10.3109/09540261.2011.606803 · Cited by 699
Prognosis research strategy (PROGRESS) 4: Stratified medicine research
Hingorani, A. D., van der Windt, D., Riley, R. D., Abrams, K. R., Moons, K. G. M., Steyerberg, E. W., Schroter, S., Sauerbrei, W., Altman, D. G., Hemingway, H., et al. (2013) · BMJ · doi:10.1136/bmj.e5793 · Cited by 534
Moran, P., Leese, M., Lee, T., Walters, P., Thornicroft, G., & MANN, A. H. (2003) · The British Journal of Psychiatry · doi:10.1192/bjp.183.3.228 · Cited by 449
Flagged first, then by citations
Research works printed but not linked: 1
- Richards, 2011, Reach Out: National Programme Educator Materials to Support the Delivery of Training for Psychological Wellbeing Practitioners Delivering Low Intensity Interventions.
Cited by
Sorted by citations
Items 101–193 of 193
Systematic review of structured care pathways in major depressive disorder and bipolar disorder
Kim, H. K., Banik, S., Husain, M. I., Tang, V. M., Levitan, R. D., Daskalakis, Z. J., & Kloiber, S. M. (2023) · BMC Psychiatry · doi:10.1186/s12888-022-04379-z · Cited by 6
Lorenzo‐Luaces, L. (2023) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.13914 · Cited by 3
Chatbot-Based Interventions for Mental Health SupportPreprint
Wang, Y., & Farb, N. A. S. (2024) · doi:10.31234/osf.io/xj7cz · Cited by 3
Lee, J. T., Shen, T. K.-B., Liu, V. T.-N., Chen, T. H.-H., Lee, C., Lu, C., Huang, C., & Atun, R. A. (2025) · medRxiv · doi:10.1101/2025.10.27.25338867 · Cited by 3
Hummel, L., Lorenz-Artz, K. C. A. G., Bierbooms, J. J. P. A., & Bongers, I. M. B. (2025) · JMIR Medical Informatics · doi:10.2196/74240 · Cited by 4
Asarnow, J. R., Clarke, G., Firemark, A. J., Bedics, J. D., Miranda, J. M., Zhang, L., Duan, N., & Comulada, W. S. (2025) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2025.12.008 · Cited by 2
Precision psychiatry: The ultimate goal of neuroscience applied to mental health
Salagre, E., & Vieta, E. (2022) · Neuroscience Applied · doi:10.1016/j.nsa.2022.101010 · Cited by 2
Kolaas, K., Berman, A. H., Hedman‐Lagerlöf, E., Zakrevska, A., Epstein, M., Hammarberg, S. A. W., & Axelsson, E. (2023) · BMC Family Practice · doi:10.1186/s12875-023-01989-8 · Cited by 2
Discriminative validity and interpretability of the mood and feelings questionnaire
Mansueto, S., Kumar, R., Raitman, M. R., Jahagirdar, A., Chen, S., Wang, W., Krause, K. R., Monga, S., Szatmári, P., & Courtney, D. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.07.085 · Cited by 2
Osuch, E. A., Vingilis, E. R., Wammes, M., Demy, J., Summerhurst, C., & Arcaro, J. A. (2024) · PLOS mental health. · doi:10.1371/journal.pmen.0000008 · Cited by 2
Simmonds‐Buckley, M., Kellett, S., Hague, J., & Waller, G. (2025) · The Cognitive Behaviour Therapist · doi:10.1017/s1754470x24000412 · Cited by 2
Frost, K., Hoeboer, C., Hoffart, A., & Sele, P. (2025) · European Journal of Psychotraumatology · doi:10.1080/20008066.2025.2484060 · Cited by 2
Blaß, J., Iffland, B., Herzog, P., Kaiser, T., Elbert, T. R., & Steuwe, C. (2025) · European Journal of Psychotraumatology · doi:10.1080/20008066.2025.2497161 · Cited by 2
Brazilian Scale for Evaluation of Mental Health Care Needs: Development and evidence of validityPreprint
de Mendonça, J. M. T., de Sousa, A. A. F., Eshriqui, I., Rebustini, F., Bonfim, D., Zorzi, D. S., Monteiro, C. N., Rewa, T., & de Almeida, L. Y. (2023) · Research Square · doi:10.21203/rs.3.rs-2450855/v1 · Cited by 2
Economic Evaluation of Mental Health Interventions
Shah, S. S. (2024) · Premier journal of public health. · doi:10.70389/pjph.100014 · Cited by 1
Targeted Learning for Optimal Patient Assignment to Psychotherapy
Malkki, V. K., Saarni, S. E., Lutz, W., & Rosenström, T. H. (2025) · Psychotherapy Research · doi:10.1080/10503307.2025.2517567 · Cited by 1
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Hawks, J. L., Wojcieszak, Z. K., & Kennedy, S. M. (2025) · Psychiatric Clinics of North America · doi:10.1016/j.psc.2025.06.002 · Cited by 1
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Ramos, G., Karyotaki, E., Mohr, D. C., & Schueller, S. M. (2025) · Psychiatric Clinics of North America · doi:10.1016/j.psc.2025.08.023 · Cited by 1
Jing, S., Awang, M. M., & Pa, W. A. M. W. (2025) · Physical Education of Students · doi:10.15561/20755279.2025.0506 · Cited by 1
Lurie, I., Sagy, Y. W., Feldhamer, I., Greidinger, M., Yedidya, R., Shmulevich, M., Gutman, N. E., Bitan, D. T., Lavie, G., & Mendlovic, S. (2025) · Psychiatry Research · doi:10.1016/j.psychres.2025.116819 · Cited by 1
Acar, B., Moring, J. C., Kurt, G., Orsel, S., & Acartürk, C. (2025) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.70176 · Cited by 1
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
Selinheimo, S., Kurkela, O., Järnefelt, H., Vuokko, A., Heinonen, E., & Väänänen, A. (2026) · BMC Health Services Research · doi:10.1186/s12913-025-13943-8 · Cited by 1
Yıldız, E., & Yıldız, E. (2026) · Journal of Affective Disorders · doi:10.1016/j.jad.2026.121190 · Cited by 1
Verbist, I. L., & Lorimer, B. (2026) · British Journal of Clinical Psychology · doi:10.1111/bjc.70040 · Cited by 1
Mukai, K., Hosoi, Y., Yamanishi, K., Sakurai, M., Ogino, S., Hayashida, K., & Matsunaga, H. (2026) · Psychiatry Research · doi:10.1016/j.psychres.2026.117127 · Cited by 1
Kalakoski, V., Airaksinen, J., Heinonen, E., Vuokko, A., Väänänen, A., & Selinheimo, S. (2026) · International Journal of Mental Health Systems · doi:10.1186/s13033-026-00720-1 · Cited by 1
“Recently, stratified care has been shown to improve treatment outcomes at a modest additional cost [16].”
Autism care: reimagining the spectrum
Merahn, S. (2026) · Frontiers in Child and Adolescent Psychiatry · doi:10.3389/frcha.2026.1825292 · Cited by 1
Smith, B., Wu, V. S., Pearce, A., Liu, J., Shepherd, H. L., Shaw, J., Girgis, A., Garvey, G., Kirsten, L. T., Zakhary, I., et al. (2026) · Supportive Care in Cancer · doi:10.1007/s00520-026-11275-9 · Cited by 1
“Evidence shows minimal outcome differences between approaches in oncology [32], while mental health literature suggests stratified stepped care is more effective but also more costly [33].”
Shen, J., Mei, X., & Sun, X. (2022) · Emergency Medicine International · doi:10.1155/2022/5666145 · Cited by 1
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Ruth, E. (2023) · Elsevier eBooks · doi:10.1016/b978-0-323-88492-1.00001-4 · Cited by 2
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Steuwe, C., Blaß, J., Herpertz, S. C., & Drießen, M. (2023) · Der Nervenarzt · doi:10.1007/s00115-023-01549-6 · Cited by 1
Kawashima, I., Hinuma, T., Nagata, M., Yoneyama, A., Honjo, M., Kumano, H., & Tanaka, S. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1339902 · Cited by 2
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Hu, Q., & Xia, Y. (2025) · American Journal of Health Economics · doi:10.1086/735165
Rauf, H. A., Noor, F., & Maynard, S. A. (2025) · Counselling and Psychotherapy Research · doi:10.1002/capr.12888 · Cited by 11
Demir, S., Brakemeier, E., & Kaiser, T. (2025) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2025.2589387 · Cited by 1
Lorenzo‐Luaces, L. (2022) · PsyArXiv (OSF Preprints) · doi:10.31234/osf.io/tzpd2 · Cited by 1
Chong, M. K., Hickie, I. B., Cross, S. P. M., McKenna, S., Varidel, M., Capon, W., Davenport, T. A., LaMonica, H. M., Sawrikar, V., Guastella, A. J., et al. (2022) · doi:10.2196/preprints.44738 · Cited by 1
Naye, F., Ouellet, S., Yousefi, F., Cachinho, C., Bergeron, F., Bhattacharyya, O. K., Stamenova, V., & Sasseville, M. (2026) · doi:10.2196/preprints.96882 · Cited by 1
Batmaz, S. (2026) · Journal of Contemporary Psychotherapy · doi:10.1007/s10879-026-09753-6
Der Vergleich von datengestützter stratifizierter und gestufter Versorgung bei Depression
(2022) · PPmP - Psychotherapie · Psychosomatik · Medizinische Psychologie · doi:10.1055/a-1725-7724
Hu, Q., & Xia, Y. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4308877
Spiers, J. (2023) · Elsevier eBooks · doi:10.1016/b978-0-323-88492-1.00002-6
Escala de Avaliação da Necessidade de Cuidado em Saúde Mental: evidências adicionais
de Mendonça, J. M. T., Rebustini, F., de Sousa, A. A. F., Eshriqui, I., Bonfim, D., & de Almeida, L. Y. (2023) · Revista de Saúde Pública · doi:10.11606/s1518-8787.2023057005347
de Mendonça, J. M. T., de Sousa, A. A. F., Eshriqui, I., Rebustini, F., Bonfim, D., Zorzi, D. S., Monteiro, C. N., Rewa, T., & de Almeida, L. Y. (2023) · Research Square · doi:10.21203/rs.3.rs-3720832/v1
Wilhelm, M., Moessner, M., Jost, S., Okon, E., Malinowski, V., Schinke, K., Sommerfeld, S., & Bauer, S. (2024) · Scientific Reports · doi:10.1038/s41598-024-52803-z · Cited by 1
Wilhelm, C., Steckelberg, A., & Rebitschek, F. G. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4943764
Personalized Context-Sensitive Emotion-Focused Therapy
Timulák, L. (2024) · Journal of Contemporary Psychotherapy · doi:10.1007/s10879-024-09649-3
Ho, A., Vagné, P., & Malmartel, A. (2024) · Public Health · doi:10.1016/j.puhe.2024.11.023
McGregor, T., Carr, E., Barry, T. J., Catarino, A., Craske, M. G., Davies, M. R., Kerr, T., Krebs, G., MacDonald, B., Purves, K. L., et al. (2025) · Behaviour Research and Therapy · doi:10.1016/j.brat.2025.104705
Chenneville, T., Bilali, K., Jazi, E. A., Marion, A., & Rodriguez, C. A. (2025) · HIV Research & Clinical Practice · doi:10.1080/25787489.2025.2484823
Hummel, L. M., Lorenz-Artz, K., Bierbooms, J. J. P. A., & Bongers, I. M. B. (2025) · doi:10.2196/preprints.74240
Broglia, E., Collins, C., & Barkham, M. (2025) · Journal of Affective Disorders · doi:10.1016/j.jad.2025.119839
Self-citationde Mendonça, J. M. T., de Sousa, A. A. F., Eshriqui, I., Rebustini, F., Bonfim, D., Zorzi, D. S., Monteiro, C. N., Rewa, T., & de Almeida, L. Y. (2025) · PLoS ONE · doi:10.1371/journal.pone.0323833 · Cited by 1
“Stratified care was more effective and cost-effective to treat depression symptoms than stepped care in a recent randomized clinical trial study [93].”
Electronic Health Records Unleashed
Bhardwaj, K., Tipara, A., & Garima (2025) · IGI Global eBooks · doi:10.4018/979-8-3373-2043-4.ch009
Innovations in Models of Staged Care for Youth Mental Health
Blonner, M., Simcock, G. P., Storch, E. A., & Farrell, L. J. (2025) · Psychiatric Clinics of North America · doi:10.1016/j.psc.2025.06.001
Shah, A., Feroz, A. S., Sheehan, K., Wright, S., Nolan, R. P., Strudwick, G., Sockalingam, S., & Seto, E. (2025) · doi:10.2196/preprints.82139
Heim, P., Brose, A., Böttche, M., Peters, E. M. J., Ehrenthal, J. C., Knaevelsrud, C., & Kerber, A. (2025) · BMJ Open · doi:10.1136/bmjopen-2025-106741
Kolaas, K., Berman, A. H., Hedman-Lagerlöf, E., Zakrevska, A., Epstein, M., Hammarberg, S. A. W., & Axelsson, E. (2023) · Figshare · doi:10.6084/m9.figshare.22608572
Adu, M. K., da Luz Dias, R., Obuobi-Donkor, G., Ezeanozie, N., Sridharan, S., Morrison, J., Simon, P., Taylor, B., MacKinnon, M., Gossen, S., et al. (2024) · Figshare · doi:10.6084/m9.figshare.25303085
Kolaas, K., Berman, A. H., Hedman-Lagerlöf, E., Zakrevska, A., Epstein, M., Hammarberg, S. A. W., & Axelsson, E. (2023) · Figshare · doi:10.6084/m9.figshare.22608566
Adu, M. K., da Luz Dias, R., Obuobi-Donkor, G., Ezeanozie, N., Sridharan, S., Morrison, J., Simon, P., Taylor, B., MacKinnon, M., Gossen, S., et al. (2024) · Figshare · doi:10.6084/m9.figshare.25303156
Kolaas, K., Berman, A. H., Hedman-Lagerlöf, E., Zakrevska, A., Epstein, M., Hammarberg, S. A. W., & Axelsson, E. (2023) · Figshare · doi:10.6084/m9.figshare.22608569
Plattonen, A., Mylläri, S., Saarni, S. E., & Rosenström, T. H. (2026) · British Journal of Clinical Psychology · doi:10.1111/bjc.70036
“Hence, to improve service systems, comprehensive real-world data on subsequent treatment use across interventions delivered at various levels of stepped or stratified care (Delgadillo et al., 2022) are needed.”
Delgadillo, J., Barkham, M., & Lucock, M. P. (2026) · The Cognitive Behaviour Therapist · doi:10.1017/s1754470x25100445
Self-citationAbichi, M. C., Davis, A., Proudfoot, H., Norton, S., Moss-Morris, R. E., & Hudson, J. L. (2026) · BJPsych Open · doi:10.1192/bjo.2025.10957
Shah, A., Feroz, A. S., Sheehan, K., Wright, S., Nolan, R. P., Strudwick, G., Sockalingam, S., & Seto, E. (2026) · JMIR Formative Research · doi:10.2196/82139
Helminen, E.-E., Saarni, S. E., Mikkonen, K., Mattila, M. K., Rosenström, T. H., Karukivi, M., Isometsä, E. T., Stenberg, J., Ekelund, J., & Saarni, S. I. (2026) · BMC Psychiatry · doi:10.1186/s12888-026-07962-w
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Barkham, M., Saxon, D. R., Firth, N., & Delgadillo, J. (2026) · Oxford University Press eBooks · doi:10.1093/9780197748336.003.0002
Self-citationAstutik, N. D., & Setyobudi, Y. E. (2026) · Medical Technology and Public Health Journal · doi:10.33086/mtphj.v10i1.7873
Practice-Based Evidence and Data-Informed Psychological Therapy
Lutz, W., Hehlmann, M. I., Deisenhofer, A., Moggia, D., Schaffrath, J., Vehlen, A., Eberhardt, S. T., & Schwartz, B. (2026) · Oxford University Press eBooks · doi:10.1093/9780197748336.003.0003
Jing, S., Hao, W., Wu, B., Jin, B., Zhang, X., Chen, G., & Wang, L. (2026) · BMC Psychology · doi:10.1186/s40359-026-04573-8
“Especially when conducting assessments within a stratified care framework, the precise stratification provided by AI technology will play a crucial role in resource allocation guided by clinical experts [47].”
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Moskowitz, K., Nadal, R., & Ehrenreich, J. T. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-29009-1.00018-4
Roy, N., & Debruille, J. B. (2026) · The Canadian Journal of Psychiatry · doi:10.1177/07067437261457247
Saha, S., Olsson, E., Andrén, P., Gušić, S., Thorsson, M., Serlachius, E., Gerdtham, U., & Cervin, M. (2026) · Child Psychiatry & Human Development · doi:10.1007/s10578-026-02050-2
Du, X., Wang, B., Jia, J., Shi, C., Yu, X., & Ren, Z. (2026) · Behavior Therapy · doi:10.1016/j.beth.2026.07.004
Burzler, M. A., Grund, S., & Tran, U. S. (2026) · Mindfulness · doi:10.1007/s12671-026-02946-z
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Schramm, E., Elsaeßer, M., & Herpertz, S. C. (2026) · PSYCH up2date · doi:10.1055/a-2855-3844
“Die Patienten in einer dieser Studien [13] erhielten entweder die im „ English National Health Service “ übliche Stepped-Care-oder eine stratifizierte Versorgung, bei der sie mithilfe eines ML-Algorithmus einer kognitiven Verhaltenstherapie (KVT mit niedriger oder hoher Intensität zugewiesen wurden…”
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Jalali, S., You, Q., Xu, V., Chen, L., Zini, J., Zamorano, T., Luo, Y., Friesen, T., Fontana, G. J., & Benrimoh, D. A. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-33151-0.00009-5
Naye, F., Ouellet, S., Yousefi, F., Cachinho, C., Bergeron, F., Bhattacharyya, O. K., Stamenova, V., & Sasseville, M. (2026) · Journal of Medical Internet Research · doi:10.2196/96882 · Cited by 2
Forand, N. R., Nettiksimmons, J., Hardy, C., Anton, M. T., & Green, B. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1816893
Kim, M., Trafton, J. A., Boden, M. T., Rizy, C., & Park, B. (2026) · IEEE International Conference on Healthcare Informatics (ICHI) · doi:10.1109/ichi69079.2026.00207
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Solomonov, N., & Gallagher, M. R. (2026) · JAMA Network Open · doi:10.1001/jamanetworkopen.2026.31209
Gual-Montolio, P., Suso‐Ribera, C., Díaz-Sanahuja, L., García‐Palacios, A., Bretón-López, J. M., & Alonso-Olea, I. (2026) · Behavioral Sciences · doi:10.3390/bs16091546
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Sweetland, A. C., Basaraba, C. N., Taffy, A., Fuenmayor, A., Benitez, V., Cole, K., Lawrence, R. E., Tepper, M. C., Linhares, D., Pereira-Sánchez, V., et al. (2026) · Psychiatric Services · doi:10.1176/appi.ps.20230560
One size fits none: A call for an idionomic revolution
Hayes, S. C., Ciarrochi, J., Sahdra, B. K., Hofmann, S. G., Ong, C. W., & Hernández, C. (2026) · Clinical Psychology Review · doi:10.1016/j.cpr.2026.102800
Factors underpinning international student mental well-being: a UK and China survey
Zhao, J., Saunders, R., Barnett, P., Li, S., Niu, Y., Pilling, S., & Fonagy, P. (2026) · BMJ Mental Health · doi:10.1136/bmjment-2026-302624
“8 Domain-level approaches provide only coarse direction for intervention design and limited clarity about actionable leverage points.”
Jardas, E. S., Howard, J., & Lorenzo‐Luaces, L. (2026) · Clinical Psychological Science · doi:10.1177/21677026261473154
Joseph, J. T., Vishwanath, R., & Sisirkumar, J. V. (2026) · medRxiv · doi:10.64898/2026.09.22.26363693
Chen, X., & Huang, M. (2026) · CNS Neuroscience & Therapeutics · doi:10.1002/cns.71198
“Given the association of SD with subsequent MDD [6–10], prospective studies should examine whether these eye-tracking measures predict clinical progression [24, 25].”
Omigbodun, F. T. (2026) · Journal of Medicine Surgery and Public Health · doi:10.1016/j.glmedi.2026.100258
Metadata
- Authors
- Delgadillo, J., Ali, S., Fleck, K., Agnew, C., Southgate, A., Parkhouse, L., Cohen, Z. D., DeRubeis, R. J., & Barkham, M.
- Affiliations
- Humber Teaching NHS Foundation Trust (GB)
- Western University (CA)
- Lancashire Care NHS Foundation Trust (GB)
- University of California, Los Angeles (US)
- University of Pennsylvania (US)
- University of Sheffield (GB)
- Corresponding author
- Delgadillo, Jaime
- Venue
- JAMA Psychiatry
- Publisher
- American Medical Association (AMA)
- Published
- 2022-02-01
- Volume
- 79
- Issue
- 2
- Pages
- 101
- ISSN
- 2168-622X (ISSN-L)
- PMC
- PMC8655665
- OpenAlex
- W4200371774
- Cited by
- 194
- References
- 26
- Citations by year
- 2026: 45 · 2025: 48 · 2024: 43 · 2023: 37 · 2022: 20
- FWCI
- 22.30
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by
- Locations
- JAMA Psychiatry (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- White Rose Research Online (University of Leeds, The University of Sheffield, University of York) (acceptedVersion)
- Scholarship@Western (Western University) (submittedVersion)
- Research Portal (King's College London) (submittedVersion, cc-by)
- Funders
- National Institute for Health and Care Research (28/05/18)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Health Sciences › Medicine › Psychiatry and Mental health › Mental Health Treatment and Access
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Keywords
- depression, stratified care, stepped care, treatment selection, personalized treatment recommendations, machine learning algorithms, guided self-help, psychotherapy, common mental disorders, cost-effectiveness, clinical effectiveness, National Health Service
- MeSH terms
- Distance Counseling, Adult, Depression, Female, Humans, Male, Middle Aged, Psychotherapy, Surveys and Questionnaires, Self Care, Treatment Outcome, Young Adult, Eye Movement Desensitization Reprocessing
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