{"id":"W2943734601","doi":"10.1186/s12888-019-2083-x","title":"Assessment of need for inpatient treatment for mental disorder among female prisoners: a cross-sectional study of provincially detained women in Ontario","year":2019,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"University of Toronto","keywords":"Prison; Medicine; Psychiatry; Mental health; Cross-sectional study; Quarter (Canadian coin); Population; Remand (court procedure); Psychology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0007672988,0.0004593083,0.0008600093,0.0004535996,0.0001036873,0.0000337325,0.0003748161,0.0002287648,0.0002576517],"category_scores_gemma":[0.00002084581,0.0004322478,0.0003263637,0.0003054928,0.00008437086,0.0001718262,0.00006401545,0.0001960943,0.000006295451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001336479,"about_ca_system_score_gemma":0.00101747,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01647809,"about_ca_topic_score_gemma":0.2587011,"domain_scores_codex":[0.9961815,0.0001432917,0.001476391,0.0009238277,0.0004597056,0.0008152169],"domain_scores_gemma":[0.9978656,0.0001566804,0.000918708,0.0007673478,0.0001360457,0.0001556272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003851727,0.01261102,0.9685128,0.000185143,0.000470901,2.043841e-7,0.01201831,0.0002618001,0.0001096026,0.001213703,0.0005286707,0.0002361562],"study_design_scores_gemma":[0.02502072,0.01538967,0.9404501,0.00005239635,0.00005627502,0.000001875374,0.01765923,0.0002125501,0.00000632326,0.0003502037,0.000424721,0.0003759541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9436038,0.00005778819,0.0004916175,0.00001502731,0.04510791,0.008750706,0.0001264539,0.00003987746,0.001806799],"genre_scores_gemma":[0.9895032,5.073678e-7,0.005746461,0.00003030632,0.00031253,0.002838933,0.00008528862,0.00008142793,0.001401351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2422231,"threshold_uncertainty_score":0.999813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03284506695135952,"score_gpt":0.3488674348117747,"score_spread":0.3160223678604152,"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."}}