{"id":"W3138306241","doi":"10.1016/j.bpsc.2021.03.005","title":"Predicting Depression Onset in Young People Based on Clinical, Cognitive, Environmental, and Neurobiological Data","year":2021,"lang":"en","type":"article","venue":"Biological Psychiatry Cognitive Neuroscience and Neuroimaging","topic":"Mental Health via Writing","field":"Psychology","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; University of Toronto","funders":"National Institute of Biomedical Imaging and Bioengineering; National Institute on Drug Abuse; Horizon 2020; Medical Research Council; Sixth Framework Programme; National Institutes of Health; Bundesministerium für Bildung, Wissenschaft und Forschung; H. Lundbeck A/S; National Health and Medical Research Council; Université Paris-Sud; Fédération pour la Recherche sur le Cerveau; National Institute of Mental Health; Fondation pour la Recherche Médicale; University of Melbourne; Institut National de la Santé et de la Recherche Médicale; Agence Nationale de la Recherche; Deutsche Forschungsgemeinschaft; Mission Interministérielle de Lutte Contre les Drogues et les Conduites Addictives; Eli Lilly and Company; Science Foundation Ireland; Bundesministerium für Forschung und Technologie; European Commission; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research; South London and Maudsley NHS Foundation Trust; University of Oxford; Fondation de France; Bundesministerium für Bildung und Forschung; National Institute on Aging; FP7 Coherent Development of Research Policies; National Institute for Health and Care Research; Fondation de l'Avenir pour la Recherche Médicale Appliquée; King’s College London; King's College London","keywords":"Depression (economics); Cognition; Psychology; Clinical psychology; Psychiatry; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003870197,0.0002780967,0.0002969548,0.00102146,0.0002603562,0.000668122,0.0001390113,0.0005703774,0.001473968],"category_scores_gemma":[0.002613054,0.0001594833,0.0003666313,0.0003965506,0.0001430979,0.0003565625,0.0002694863,0.0005367126,0.0003321562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002011085,"about_ca_system_score_gemma":0.0002408887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003491664,"about_ca_topic_score_gemma":0.008567459,"domain_scores_codex":[0.9998554,0.00003684237,0.00002813215,0.0000222598,0.00003292051,0.00002446211],"domain_scores_gemma":[0.9985958,0.0004863161,0.000464052,0.00003520644,0.0001453738,0.0002733673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006340493,0.00002919678,0.9984554,0.000005247155,0.00001511819,0.00005243096,0.00003090581,0.00001779544,0.000133158,0.000006587863,0.00006290671,0.001127797],"study_design_scores_gemma":[0.000008249351,0.00008307247,0.9990875,0.00001019037,0.00002291947,0.0002277325,0.0001112654,0.000268416,0.0000550531,0.00004959264,0.00007394174,0.000002125844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981006,0.000375301,0.00009070351,0.00009787347,0.00001586993,0.00001629365,0.0002700925,0.000003979682,0.001029395],"genre_scores_gemma":[0.9990377,0.0002097389,0.0001573996,0.00003347138,0.00001530267,0.000006645736,0.0002856865,0.000001066205,0.0002531109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003491664,"threshold_uncertainty_score":0.006942689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1353680761821838,"score_gpt":0.4136296481615064,"score_spread":0.2782615719793226,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}