{"id":"W4207020272","doi":"10.1192/j.eurpsy.2021.2262","title":"Neural signatures of data-driven psychopathology dimensions at the transition to adolescence","year":2022,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute on Drug Abuse; National Institutes of Health; National Institute of Mental Health; Icahn School of Medicine at Mount Sinai","keywords":"Psychopathology; Psychology; Disinhibition; Neuroimaging; Cognition; Developmental psychology; Neural correlates of consciousness; Resting state fMRI; Neuroscience; Clinical psychology","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":[0.0004522393,0.0002091501,0.000222086,0.0005195162,0.0001680343,0.0005575721,0.0001652201,0.0001986562,0.0005536503],"category_scores_gemma":[0.003515482,0.0001456619,0.0003114996,0.0004534491,0.0003618513,0.0002814804,0.0006126291,0.0004865526,0.00007429349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002900853,"about_ca_system_score_gemma":0.0003645497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002987269,"about_ca_topic_score_gemma":0.00585291,"domain_scores_codex":[0.99976,0.00006109801,0.00001522806,0.00007053911,0.00005142657,0.00004163407],"domain_scores_gemma":[0.9982526,0.0006110753,0.0006039128,0.0001661576,0.0002317282,0.0001345052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002152747,0.00005437934,0.9607404,0.00003267464,0.0001104564,0.0001592033,0.0008301651,0.0007750101,0.02132745,0.0003329874,0.0001522544,0.01526971],"study_design_scores_gemma":[0.000001255513,0.00002312529,0.9980325,0.000004434022,0.000009193887,0.00009571156,0.000128688,0.0008878004,0.0006031003,0.0001446314,0.00006642409,0.000003155541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984291,0.00003804252,0.001149751,0.00002272533,9.75052e-7,0.000006223658,0.0001766866,0.000008177397,0.0001683168],"genre_scores_gemma":[0.9988903,0.00002565768,0.0007397147,0.000004475361,0.000001133487,0.00001284455,0.0002697649,0.000005307937,0.00005068244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002987269,"threshold_uncertainty_score":0.005939782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03934270450086134,"score_gpt":0.281933434104249,"score_spread":0.2425907296033877,"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."}}