{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017192,0.0003090152,0.0008937381,0.0003622889,0.0007520485,0.001358945,0.0003976585,0.001150217,0.001993496],"category_scores_gemma":[0.007694693,0.0001307512,0.0003692964,0.0004275277,0.0006073531,0.001197405,0.0008126828,0.003189199,0.0009986383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008885472,"about_ca_system_score_gemma":0.002418511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003203385,"about_ca_topic_score_gemma":0.008888801,"domain_scores_codex":[0.9987016,0.0005134674,0.0002016401,0.00007651848,0.000417573,0.00008924682],"domain_scores_gemma":[0.9962674,0.001324776,0.0008019528,0.0001750118,0.0008500612,0.0005808519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000661612,0.000222381,0.02555807,0.001737463,0.0002131407,0.002150523,0.0003767739,0.0006274063,0.001666178,0.006568105,0.07035789,0.8898605],"study_design_scores_gemma":[0.0003447437,0.00146336,0.2663964,0.01078283,0.0005290295,0.01683381,0.001518008,0.00189363,0.001795943,0.03799406,0.6602316,0.0002166051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.04484573,0.6067953,0.005404445,0.2573753,0.009754241,0.00009748947,0.0006776824,0.0002679119,0.07478186],"genre_scores_gemma":[0.5181012,0.3831239,0.009749196,0.05765003,0.02505025,0.00008638548,0.0005031217,0.00009882029,0.005637136],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.003203385,"threshold_uncertainty_score":0.009092152,"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."}}