{"id":"W2890866600","doi":"10.1186/s12888-018-1862-0","title":"Prospective observational cohort study of ‘treatment as usual’ over four years for patients with schizophrenia in a national forensic hospital","year":2018,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"National Institute for Health and Care Research","keywords":"Psychosocial; Psychopathology; Schizoaffective disorder; Cognition; Clinical psychology; Psychiatry; Psychology; Schizophrenia (object-oriented programming); Observational study; Poison control; Diagnosis of schizophrenia; Medicine; Psychosis; Internal medicine; Medical emergency","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002899067,0.0004179413,0.0005125199,0.0003821683,0.0001245958,0.00002974357,0.0003001124,0.0001652766,0.0002024634],"category_scores_gemma":[0.00007311581,0.000378279,0.0001392194,0.0006299022,0.0001951813,0.0002108119,0.00004454028,0.0001646538,0.00008003973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004145453,"about_ca_system_score_gemma":0.0005264418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004895419,"about_ca_topic_score_gemma":0.003326592,"domain_scores_codex":[0.9969872,0.0001052646,0.0006992872,0.0009585822,0.0007258776,0.0005238525],"domain_scores_gemma":[0.9982408,0.0001230855,0.0004923891,0.0005558459,0.0004644123,0.0001234136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00386534,0.004725034,0.957772,0.00001564132,0.0004760536,7.39843e-7,0.001933302,0.000008640161,0.00000173113,0.01244125,0.01850416,0.0002561746],"study_design_scores_gemma":[0.01983021,0.01411978,0.9565409,0.00006381586,0.0000960292,0.000003765348,0.001053159,0.00003974942,0.000001569277,0.007538907,0.0003007686,0.0004113051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9545957,0.00003956223,0.00007785249,0.00005257583,0.0375419,0.004121396,0.000159424,0.00006294224,0.003348615],"genre_scores_gemma":[0.9890808,5.397849e-7,0.007522059,0.0001347979,0.001885367,0.0009305034,0.00009655142,0.00008829759,0.0002610412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03565653,"threshold_uncertainty_score":0.9998669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02911195888361787,"score_gpt":0.3173073236080099,"score_spread":0.288195364724392,"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."}}