{"id":"W4388751367","doi":"10.1016/j.bpsc.2023.10.012","title":"Cognition and Educational Achievement in the Toronto Adolescent and Youth Cohort Study: Rationale, Methods, and Early Data","year":2023,"lang":"en","type":"article","venue":"Biological Psychiatry Cognitive Neuroscience and Neuroimaging","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mental Health Research Canada; Western University; Centre for Addiction and Mental Health","funders":"Department of Psychiatry, Faculty of Medicine, University of British Columbia; Canadian Institutes of Health Research; National Institute of Mental Health; Social Sciences and Humanities Research Council of Canada; Margaret and Wallace McCain Centre for Child, Youth and Family Mental Health; Department of Psychiatry, University of Toronto; Cundill Centre for Child and Youth Depression; Mitacs; University of Toronto; Canarie; Ontario Brain Institute; Arcus Foundation; Fondation Brain Canada; Rainwater Charitable Foundation; Ontario HIV Treatment Network; Azrieli Foundation; Natural Sciences and Engineering Research Council of Canada; Ministère de la Défense Nationale; Centre for Addiction and Mental Health Foundation; Government of Ontario; Peter Gilgan Foundation; Mental Health Research Canada; J.W. McConnell Family Foundation; Krembil Foundation; Canada Foundation for Innovation; Royal Bank of Canada; Centre for Addiction and Mental Health; Wellcome Trust; Ontario Research Foundation; Novartis Foundation; Hospital for Sick Children; Heart and Stroke Foundation of Canada; National Institutes of Health; Robert Wood Johnson Foundation","keywords":"Cognition; Psychology; Cohort; Population; Wechsler Adult Intelligence Scale; Cognitive test; Clinical psychology; Developmental psychology; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.01448535,0.001692346,0.0007821367,0.003201736,0.003621243,0.001768139,0.002829835,0.0009388962,0.002816901],"category_scores_gemma":[0.01593223,0.0009971319,0.001950323,0.005835895,0.001583209,0.0007302925,0.002477537,0.001472914,0.0007680734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00843167,"about_ca_system_score_gemma":0.01808226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4072776,"about_ca_topic_score_gemma":0.4976009,"domain_scores_codex":[0.99046,0.004140942,0.001096241,0.001094282,0.002305741,0.0009027968],"domain_scores_gemma":[0.9910816,0.0009611017,0.001107942,0.001674991,0.003680915,0.001493374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002571376,0.0004380733,0.9652727,0.0006229918,0.0003768876,0.0004886548,0.002954386,0.0006918484,0.000529337,0.002300843,0.009078947,0.01467383],"study_design_scores_gemma":[0.0006837969,0.0009778949,0.9735839,0.0004467892,0.0003815833,0.0002288842,0.001746966,0.001165967,0.0005307773,0.0005363649,0.0196511,0.00006606975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6653201,0.004264637,0.02144019,0.002660259,0.000443586,0.176422,0.111576,0.000297404,0.01757575],"genre_scores_gemma":[0.6270486,0.002024784,0.03886607,0.0009485696,0.0002520069,0.2709869,0.0523313,0.0001075144,0.00743434],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4072776,"threshold_uncertainty_score":0.8098139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1564953025907815,"score_gpt":0.4252206431491704,"score_spread":0.2687253405583889,"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."}}