Koutsouleris, Nikolaos

Machine Learning Approaches for Clinical Psychology and Psychiatry

Dwyer, D. B., Falkai, P., & Koutsouleris, N. (2018) · Annual Review of Clinical Psychology

Artificial Intelligence in HealthcareMachine Learning in Healthcare

Cited by 966

Prevention of Psychosis: Advances in Detection, Prognosis, and Intervention

Fusar-Poli, P., Salazar de Pablo, G., Correll, C. U., Meyer-Lindenberg, A., Millan, M. J., Borgwardt, S., Galderisi, S., Bechdolf, A., Pfennig, A., Kessing, L. V., et al. (2020) · JAMA Psychiatry

Schizophrenia research and treatmentPsychopathy, Forensic Psychiatry, Sexual Offending

Cited by 476

Accelerated brain aging in schizophrenia and beyond: a neuroanatomical marker of psychiatric disorders

Koutsouleris, N., Davatzikos, C., Borgwardt, S., Gaser, C., Bottlender, R., Frodl, T., Falkai, P., Riecher-Rossler, A., Moller, H.-J., Reiser, M., et al. (2014) · Schizophrenia Bulletin

Schizophrenia research and treatmentDementia and Cognitive Impairment Research

Cited by 448

Depression-Related Variation in Brain Morphology Over 3 Years: Effects of Stress?

Frodl, T. S., Koutsouleris, N., Bottlender, R., Born, C., Jäger, M., Scupin, I., Reiser, M., Möller, H.-J., & Meisenzahl, E. M. (2008) · Archives of General Psychiatry

Treatment of Major DepressionStress Responses and Cortisol

Cited by 359

Prediction Models of Functional Outcomes for Individuals in the Clinical High-Risk State for Psychosis or With Recent-Onset Depression: A Multimodal, Multisite Machine Learning Analysis

Koutsouleris, N., Kambeitz-Ilankovic, L., Ruhrmann, S., Rosen, M., Ruef, A., Dwyer, D. B., Paolini, M., Chisholm, K., Kambeitz, J., Haidl, T., et al. (2018) · JAMA Psychiatry

Schizophrenia research and treatmentBipolar Disorder and Treatment

Cited by 341

Interaction of childhood stress with hippocampus and prefrontal cortex volume reduction in major depression

Frodl, T., Reinhold, E., Koutsouleris, N., Reiser, M., & Meisenzahl, E. M. (2010) · Journal of Psychiatric Research

Child Abuse and TraumaStress Responses and Cortisol

Cited by 323

Diagnostic neuroimaging across diseases

Klöppel, S., Abdulkadir, A., Jack, C. R., Koutsouleris, N., Mourão-Miranda, J., & Vemuri, P. (2012) · NeuroImage

Dementia and Cognitive Impairment ResearchFunctional Brain Connectivity Studies

Cited by 279

Multimodal Machine Learning Workflows for Prediction of Psychosis in Patients With Clinical High-Risk Syndromes and Recent-Onset Depression

Koutsouleris, N., Dwyer, D. B., Degenhardt, F., Maj, C., Urquijo-Castro, M. F., Sanfelici, R., Popovic, D., Oeztuerk, O., Haas, S. S., Weiske, J., et al. (2021) · JAMA Psychiatry

Schizophrenia research and treatmentBipolar Disorder and Treatment

Cited by 275

From promise to practice: towards the realisation of AI-informed mental health care

Koutsouleris, N., Hauser, T. U., Skvortsova, V., & De Choudhury, M. (2022) · The Lancet Digital Health

Artificial Intelligence in Healthcare and EducationDigital Mental Health Interventions

Cited by 251

Illusory generalizability of clinical prediction models

Chekroud, A. M., Hawrilenko, M., Loho, H., Bondar, J., Gueorguieva, R., Hasan, A., Kambeitz, J., Corlett, P. R., Koutsouleris, N., Krumholz, H. M., et al. (2024) · Science

Machine Learning in HealthcareSchizophrenia research and treatment

Cited by 251

Childhood stress, serotonin transporter gene and brain structures in major depression

Frodl, T., Reinhold, E., Koutsouleris, N., Donohoe, G., Bondy, B., Reiser, M., Möller, H.-J., & Meisenzahl, E. M. (2010) · Neuropsychopharmacology

Neurotransmitter Receptor Influence on BehaviorStress Responses and Cortisol

Cited by 200

Orbitofrontal volume reductions during emotion recognition in patients with major depression

Scheuerecker, J., Meisenzahl, E. M., Koutsouleris, N., Roesner, M., Schöpf, V., Linn, J., Wiesmann, M., Brückmann, H., Möller, H.-J., & Frodl, T. (2010) · Journal of Psychiatry and Neuroscience

Neural and Behavioral Psychology StudiesTreatment of Major Depression

Cited by 124

Anterior cingulate cortex gray matter abnormalities in adults with attention deficit hyperactivity disorder: a voxel-based morphometry study

Amico, F., Stauber, J., Koutsouleris, N., & Frodl, T. (2011) · Psychiatry Research Neuroimaging

Attention Deficit Hyperactivity DisorderNeural and Behavioral Psychology Studies

Cited by 98

Individualized Diagnostic and Prognostic Models for Patients With Psychosis Risk Syndromes: A Meta-analytic View on the State of the Art

Sanfelici, R., Dwyer, D. B., Antonucci, L. A., & Koutsouleris, N. (2020) · Biological Psychiatry

Schizophrenia research and treatmentPsychopathy, Forensic Psychiatry, Sexual Offending

Cited by 82

Heterogeneity and Classification of Recent Onset Psychosis and Depression: A Multimodal Machine Learning Approach

Lalousis, P. A., Wood, S. J., Schmaal, L., Chisholm, K., Griffiths, S. L., Reniers, R. L. E. P., Bertolino, A., Borgwardt, S., Brambilla, P., Kambeitz, J., et al. (2021) · Schizophrenia Bulletin

Schizophrenia research and treatmentBipolar Disorder and Treatment

Cited by 42

Deciphering reward-based decision-making in schizophrenia: A meta-analysis and behavioral modeling of the Iowa Gambling Task

Betz, L. T., Brambilla, P., Ilankovic, A., Premkumar, P., Kim, M.-S., Raffard, S., Bayard, S., Hori, H., Lee, K.-U., Lee, S. J., et al. (2019) · Schizophrenia Research

Schizophrenia research and treatmentNeural and Behavioral Psychology Studies

Cited by 32

Acquisition and use of “priors” in autism: typical in deciding where to look, atypical in deciding what is there

Allenmark, F., Shi, Z., Pistorius, R. L., Theisinger, L. A., Koutsouleris, N., Falkai, P., Müller, H. J., & Falter-Wagner, C. M. (2021) · Journal of Autism and Developmental Disorders

Autism Spectrum Disorder ResearchVisual perception and processing mechanisms

Cited by 27

AIM review tool: artificial intelligence for smarter systematic review screening

Mena, S., Rituerto-González, E., Coutts, F., von Trott, J., Jacobs, G. R., Bryant, L., Moles, L., Sirbu, N., Promet, L., Oliver, D., et al. (2026) · npj Artificial Intelligence

Meta-analysis and systematic reviewsInformation Retrieval and Search Behavior

Cited by 0