The critical need for help-seeking controls in clinical high-risk research
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Despite rapidly growing knowledge of the clinical high-risk (CHR) state for psychosis, the vast majority of case-control studies have relied on healthy volunteers as a reference point for drawing inferences about the CHR construct. Researchers have long recognized that results generated from this design are limited by significant interpretive concerns, yet little attention has been given to how these concerns affect the growing field of CHR research. We argue that overreliance on healthy control participants in CHR research threatens the validity of inferences concerning group differences, hinders advances in understanding the development of psychosis, and limits clinical progress. We suggest that the combined use of healthy and help-seeking (i.e., psychiatric) controls is a necessary step for the next generation of CHR research. We then evaluate methods for help-seeking control studies, identify the available CHR studies that have used such designs, discuss select findings in this literature, and offer recommendations for research.
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Risk factors found in non-clinical or community samples may generalize poorly to clinical or high-risk individuals seen by mental health providers.
“Furthermore, risk factors identified in non-clinical or community samples may be of limited generalizability to the clinical or high-risk individuals more often encountered by mental health care providers (for examples, see King, Berona, Czyz, Horwitz, & Gipson, 2015; Yen et al., 2013; for a related discussion, see Millman, Gold, Mittal, & Schiffman, 2019).”
From Sleep and suicide: A systematic review and meta-analysis of longitudinal studies (2020) · cites this paper as Millman, Gold, Mittal, & Schiffman, 2019
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- Fusar - Poli P, Cappucciati M, Rutigliano G, Schultze - Lutter F, Bonoldi I, Borgwardt S, … Woods SW (2015). At risk or not at risk? A meta - analysis of the prognostic accuracy of psychometric interviews for psychosis prediction. World Psychiatry, 14(3), 322– 332. 26407788 PMC4592655
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Self-citationMillman, Z. B., Rouhakhtar, P. R., DeVylder, J., Smith, M. E., Phalen, P. L., Woods, S. W., Walsh, B. C., Parham, B. R., Reeves, G. M., & Schiffman, J. E. (2019) · Psychiatric Services · doi:10.1176/appi.ps.201800536 · Cited by 25 · see citing works
Self-citationDeLuca, J. S., Akouri-Shan, L., Jay, S. Y., Redman, S. L., Petti, E., Lucksted, A. A., Rouhakhtar, P. R., Klaunig, M. J., Edwards, S. M., Reeves, G. M., et al. (2021) · Journal of Abnormal Psychology · doi:10.1037/abn0000679 · Cited by 25 · see citing works
Self-citationHaining, K., Brunner, G., Gajwani, R., Groß, J., Gumley, A. I., Lawrie, S. M., Schwannauer, M., Schultze‐Lutter, F., & Uhlhaas, P. J. (2021) · Schizophrenia Research · doi:10.1016/j.schres.2021.02.019 · Cited by 16 · see citing works
Computerized Assessment of Psychosis Risk
Mittal, V. A., Ellman, L. M., Strauss, G. P., Walker, E. F., Corlett, P. R., Schiffman, J. E., Woods, S. W., Powers, A. R., Silverstein, S. M., Waltz, J. A., et al. (2021) · Journal of Psychiatry and Brain Science · doi:10.20900/jpbs.20210011 · Cited by 15 · see citing works
Self-citationVargas, T., Damme, K. S. F., Ered, A., Capizzi, R., Frosch, I. R., Ellman, L. M., & Mittal, V. A. (2020) · Biological Psychiatry Cognitive Neuroscience and Neuroimaging · doi:10.1016/j.bpsc.2020.06.002 · Cited by 15 · see citing works
Self-citationKuhney, F. S., Damme, K. S. F., Pelletier‐Baldelli, A., Chun, C. A., Ellman, L. M., Schiffman, J. E., & Mittal, V. A. (2021) · Schizophrenia Bulletin Open · doi:10.1093/schizbullopen/sgab025 · Cited by 15 · see citing works
Self-citationPredictive validity of psychosis risk models when applied to adolescent psychiatric patients
Lindgren, M., Kuvaja, H., Jokela, M. M., & Therman, S. (2021) · Psychological Medicine · doi:10.1017/s0033291721001938 · Cited by 11 · see citing works
A Review of Potential Neuroimaging Biomarkers of Schizophrenia-Risk
Mamah, D. T. (2023) · Journal of Psychiatry and Brain Science · doi:10.20900/jpbs.20230005 · Cited by 9 · see citing works
Categorical versus dimensional models of early psychosis
Phalen, P. L., Millman, Z. B., Rouhakhtar, P. R., Andorko, N. D., Reeves, G. M., & Schiffman, J. E. (2021) · Early Intervention in Psychiatry · doi:10.1111/eip.13128 · Cited by 10 · see citing works
Self-citationWilliams, T. F., Conley, R. E., & Mittal, V. A. (2023) · Early Intervention in Psychiatry · doi:10.1111/eip.13396 · Cited by 8 · see citing works
Self-citationHaining, K., Gajwani, R., Groß, J., Gumley, A. I., Lawrie, S. M., Schultze‐Lutter, F., Schwannauer, M., & Uhlhaas, P. J. (2024) · Schizophrenia Bulletin Open · doi:10.1093/schizbullopen/sgae029 · Cited by 6 · see citing works
Adaptability and cohesion in youth at clinical high-risk for psychosis: A multi-informant approach
Yee, C., Vargas, T., Mittal, V. A., & Haase, C. M. (2020) · Schizophrenia Research · doi:10.1016/j.schres.2020.11.039 · Cited by 6 · see citing works
Self-citationMillman, Z. B., Schiffman, J. E., Gold, J. M., Akouri-Shan, L., Demro, C., Fitzgerald, J., Rouhakhtar, P. R., Klaunig, M. J., Rowland, L. M., & Waltz, J. A. (2022) · Schizophrenia Bulletin Open · doi:10.1093/schizbullopen/sgac039 · Cited by 6 · see citing works
Self-citationBoldrini, T., Buglio, G. L., Cerasti, E., Pontillo, M., Muzi, L., Salcuni, S., Polari, A. R., Vicari, S., Lingiardi, V., & Solmi, M. (2024) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-024-02491-x · Cited by 7 · see citing works
Relations Among Anhedonia, Reinforcement Learning, and Global Functioning in Help-seeking Youth
Akouri-Shan, L., Schiffman, J. E., Millman, Z. B., Demro, C., Fitzgerald, J., Rouhakhtar, P. R., Redman, S. L., Reeves, G. M., Chen, S., Gold, J. M., et al. (2021) · Schizophrenia Bulletin · doi:10.1093/schbul/sbab075 · Cited by 7 · see citing works
Self-citationWilliams, T. F., Gold, J. M., Waltz, J. A., Schiffman, J. E., Ellman, L. M., Strauss, G. P., Walker, E. F., Woods, S. W., Powers, A. R., Kenney, J. G., et al. (2025) · Translational Psychiatry · doi:10.1038/s41398-025-03539-5 · Cited by 5 · see citing works
Self-citationA generalized reward processing deficit pathway to negative symptoms across diagnostic boundaries
Spilka, M. J., Millman, Z. B., Waltz, J. A., Walker, E. F., Levin, J. A., Powers, A. R., Corlett, P. R., Schiffman, J. E., Gold, J. M., Silverstein, S. M., et al. (2025) · Psychological Medicine · doi:10.1017/s003329172400326x · Cited by 5 · see citing works
Self-citationWilliams, T. F., Ellman, L. M., Schiffman, J. E., & Mittal, V. A. (2022) · Schizophrenia Bulletin Open · doi:10.1093/schizbullopen/sgac015 · Cited by 5 · see citing works
Self-citationEnhancing Prediction of Psychosis Risk With Cognitive Measures
Gold, J. M., Millman, Z. B., & Dickinson, D. (2021) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2021.0847 · Cited by 5 · see citing works
Self-citationReduced interpersonal head synchrony in youth at clinical high risk for psychosis
Lozano-Goupil, J., Pokorny, V., Schiffman, J. E., Silverstein, S. M., Gold, J. M., Waltz, J. A., Ellman, L. M., Strauss, G. P., Walker, E. F., Powers, A. R., et al. (2025) · Psychological Medicine · doi:10.1017/s0033291725102754 · Cited by 2 · see citing works
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Identification of youth at clinical high‐risk for psychosis: A community‐based study from India
Tikka, S. K., Malathesh, B. C., Spoorthy, M. S., Kusneniwar, G. N., Agarwal, N., d’Avossa, G., & Katshu, M. Z. U. H. (2024) · Early Intervention in Psychiatry · doi:10.1111/eip.13581 · Cited by 1 · see citing works
Mervis, J., Kuhney, F. S., Russell, M. T., Kinney, K. S., Olino, T. M., Mittal, V. A., Schiffman, J. E., & Ellman, L. M. (2025) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2025.02.004 · Cited by 1 · see citing works
Self-citationLoshin, J., Culbreth, A., Stein, A., Joncas, E., Shannon, K., Türközer, H. B., Öngür, D., Du, F., & Millman, Z. B. (2026) · Schizophrenia Research · doi:10.1016/j.schres.2026.09.009 · Cited by 1 · see citing works
Self-citationGupta, T., Damme, K. S. F., Osborne, K. J., Vargas, T., Ristanovic, I., Frosch, I. R., Zarubin, V. C., Hitczenko, K., Williams, T. F., Cowan, H. R., et al. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-818697-8.00089-3 · Cited by 1 · see citing works
Self-citationFattal, J., Nadig, A., Ristanovic, I., Osborne, K. J., Haase, C. M., & Mittal, V. A. (2025) · Schizophrenia Research · doi:10.1016/j.schres.2025.10.003
Self-citationBreaking the norm: population-scale deviations of brain structure in depression and anxiety
Wiegert, J., Marty-Lombardi, S., Oweda, J., Lenz, E., Ahnert, P., Berger, K., Brenner, H., Frank, J., Grabe, H. J., Greiser, K. H., et al. (2026) · Molecular Psychiatry · doi:10.1038/s41380-026-03691-4
- Authors
- Millman, Z. B., Gold, J. M., Mittal, V. A., & Schiffman, J.
- Affiliations
- University of Maryland, Baltimore County (US)
- University of Maryland, Baltimore (US)
- Northwestern University (US)
- Corresponding author
- Millman, Zachary B.
- Venue
- Clinical Psychological Science
- Publisher
- SAGE Publications
- Published
- 2019-09-23
- Volume
- 7
- Issue
- 6
- Pages
- 1171-1189
- ISSN
- 2167-7026 (ISSN-L)
- 2167-7034
- PMC
- PMC7891463
- OpenAlex
- W2976385331
- Semantic Scholar
- 8dc1cdb5dfb2858cda0424d53ef2c5abbe8a310f
- Cited by
- 33
- References
- 169
- Citations by year
- 2026: 2 · 2025: 6 · 2024: 3 · 2023: 3 · 2022: 4 · 2021: 10 · 2020: 4 · 2019: 1
- FWCI
- 3.78
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Clinical Psychological Science (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Mental Health (R01-MH112545, R01-MH112612, R21-MH110374, R21-MH115321, R34-MH110506)
- Maryland Department of Health and Mental Hygiene (14-13717G/M00B440214)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Schizophrenia research and treatment
- Social Sciences › Psychology › Clinical Psychology › Psychopathy, Forensic Psychiatry, Sexual Offending
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Psychology Research and Bibliometrics
- Keywords
- psychosis, healthy controls, case-control study, research validity
About these checks
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