{"id":"W3080606572","doi":"10.1016/j.biopsych.2020.08.014","title":"Multivariate Patterns of Brain-Behavior-Environment Associations in the Adolescent Brain and Cognitive Development Study","year":2020,"lang":"en","type":"article","venue":"Biological Psychiatry","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Institute of Environmental Health Sciences; Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute on Drug Abuse; National Institute on Aging; National Institutes of Health; National Institute of General Medical Sciences; National Institute of Mental Health; Icahn School of Medicine at Mount Sinai","keywords":"Multivariate statistics; Multivariate analysis; Psychology; Cognition; Brain development; Developmental psychology; Neuroscience; Medicine; Internal medicine; Computer science","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":[0.0007562663,0.0002566751,0.000239181,0.0007812771,0.0003167647,0.0005619882,0.0003015579,0.0002278034,0.001882493],"category_scores_gemma":[0.003249023,0.0001624871,0.0004081221,0.0009583023,0.0003996744,0.0003184978,0.0005513886,0.0006193172,0.0001034421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000307648,"about_ca_system_score_gemma":0.0006393428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01328417,"about_ca_topic_score_gemma":0.0176193,"domain_scores_codex":[0.999525,0.0001759216,0.00002834321,0.0001122244,0.00007541974,0.00008314635],"domain_scores_gemma":[0.9979154,0.0007636349,0.0006445284,0.0002439311,0.0001634287,0.0002690353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000144816,0.00008674755,0.9915637,0.000009257185,0.0001739827,0.0001448811,0.0005237418,0.000184039,0.002955653,0.0003265032,0.0001136646,0.003772946],"study_design_scores_gemma":[0.000001299611,0.00002905048,0.9991178,0.000001493599,0.00001889401,0.00008698525,0.0001702061,0.0001955845,0.0002199666,0.00006642476,0.00009068537,0.000001764102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995054,0.00002859621,0.0001457469,0.00002030707,0.000001044286,0.000001597136,0.0001069625,0.000001949636,0.0001883583],"genre_scores_gemma":[0.9996282,0.00002610375,0.0001087739,0.000003556875,0.000001501962,0.000004678333,0.00008195666,0.000003928832,0.0001411861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01328417,"threshold_uncertainty_score":0.02641368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.113354331351139,"score_gpt":0.3097599004158518,"score_spread":0.1964055690647128,"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."}}