{"id":"W4293062440","doi":"10.1192/bja.2022.25","title":"Screening for mental disorders in police custody settings","year":2022,"lang":"en","type":"article","venue":"BJPsych Advances","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nipissing University","keywords":"Mental health; Psychiatry; Statutory law; Criminal justice; Psychology; Substance use; Mental Health Act; Mental health law; Criminology; Medicine; Political science; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003420801,0.0002144436,0.0004404855,0.003156704,0.001749063,0.001189718,0.0004962724,0.0004554177,0.002401636],"category_scores_gemma":[0.0110821,0.0003711741,0.0004571017,0.001642654,0.0004968122,0.0006942876,0.001681626,0.0012194,0.0002671232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001049765,"about_ca_system_score_gemma":0.00381326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01796242,"about_ca_topic_score_gemma":0.04375842,"domain_scores_codex":[0.9972365,0.00131669,0.0003972738,0.0001704885,0.0005218825,0.0003571671],"domain_scores_gemma":[0.9950221,0.001448717,0.001323586,0.000137564,0.001321525,0.0007464914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003952806,0.0005817087,0.8701493,0.003181615,0.0002098303,0.001000057,0.01322027,0.00007721381,0.0005185023,0.0008390609,0.007764457,0.1020627],"study_design_scores_gemma":[0.00006474961,0.001926812,0.9641935,0.004741963,0.0002176917,0.001855349,0.014525,0.00007773993,0.0005237321,0.0004618789,0.01137853,0.00003298988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503123,0.01867114,0.001115448,0.005384578,0.0002515159,0.003528242,0.002392921,0.00004318819,0.01830069],"genre_scores_gemma":[0.9780681,0.01307348,0.002691361,0.001350066,0.0001594639,0.001720874,0.001094838,0.000007175881,0.00183465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01796242,"threshold_uncertainty_score":0.03571576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02407218008114784,"score_gpt":0.3579834153975425,"score_spread":0.3339112353163946,"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."}}