{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002185806,0.0001358368,0.0001792375,0.0001298329,0.0003586707,0.00001000605,0.0002100429,0.00002176155,0.0005767222],"category_scores_gemma":[0.00001286116,0.0001419506,0.00007762645,0.0002587092,0.00004502857,0.0001135164,0.00008468676,0.0001496141,0.00001832869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003523822,"about_ca_system_score_gemma":0.000007692323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005414117,"about_ca_topic_score_gemma":0.001021514,"domain_scores_codex":[0.9988119,0.00006900127,0.0002163133,0.0003477775,0.0001524273,0.0004025892],"domain_scores_gemma":[0.9995319,0.0001770913,0.00008710696,0.0001582041,0.0000104313,0.00003528507],"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":[0.002083877,0.001003109,0.3867286,0.0000782276,0.0003150438,0.000009683443,0.06085616,0.0006162213,0.0004487765,0.00591608,0.09954385,0.4424003],"study_design_scores_gemma":[0.001939887,0.0002650132,0.01767136,0.000003394997,0.00001174741,0.000007638907,0.05942768,0.00003618202,0.00001702114,0.00141922,0.9189516,0.0002492724],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8402401,0.0237453,0.002297079,0.01010881,0.005277699,0.003292966,0.0003800675,0.0003583491,0.1142997],"genre_scores_gemma":[0.9905896,0.0001472044,0.002810112,0.001713543,0.0001779644,0.001689472,0.00004673733,0.00003911329,0.00278631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8194078,"threshold_uncertainty_score":0.6314704,"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."}}