{"id":"W4408781813","doi":"10.3390/psychiatryint6020035","title":"The Importance of Antipsychotic Treatment in Severe Mental Disorders","year":2025,"lang":"en","type":"article","venue":"Psychiatry International","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Dalhousie University; University of Ottawa","funders":"","keywords":"Antipsychotic; Psychiatry; Schizophrenia (object-oriented programming); Medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004336857,0.00008799371,0.0001064012,0.00007981301,0.00004267204,0.000007601594,0.00008931564,0.00002895034,0.00008824829],"category_scores_gemma":[0.000006775746,0.00005786367,0.00009169701,0.0001198135,0.00004406093,0.00002666351,0.00001331258,0.00005472847,0.000007260074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001053995,"about_ca_system_score_gemma":0.0001069848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007275341,"about_ca_topic_score_gemma":0.004403546,"domain_scores_codex":[0.999397,0.00001185698,0.0002161223,0.000140544,0.0001323578,0.000102144],"domain_scores_gemma":[0.9997221,0.00002596928,0.00004889883,0.000162272,0.00002016968,0.00002054011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000235367,0.0008361539,0.9731916,0.00001033417,0.0002632777,4.023649e-7,0.00009197683,0.000002467472,0.00001479718,0.01091489,0.0007563549,0.01368239],"study_design_scores_gemma":[0.003299882,0.0001315583,0.9648997,0.00005877615,0.00003810473,0.000008495297,0.0002675277,0.0001329837,0.00003136687,0.00628048,0.02480359,0.00004751427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8585417,0.00807001,0.00004633301,0.04662158,0.002973102,0.0006158817,0.00003881697,0.00002257939,0.08307002],"genre_scores_gemma":[0.9960687,0.001025313,0.0002691011,0.0001773658,0.00003314375,0.00003788375,0.00003868606,0.000005452269,0.0023444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.137527,"threshold_uncertainty_score":0.2457282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00616338725329198,"score_gpt":0.2951661578672535,"score_spread":0.2890027706139616,"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."}}