{"id":"W2104156133","doi":"10.1192/pb.bp.112.041608","title":"Screening for psychiatric morbidity in police custody: results from the HELP-PC project","year":2013,"lang":"en","type":"article","venue":"The Psychiatrist","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychiatry; Mental illness; Depression (economics); Medicine; Mental health; Quarter (Canadian coin); Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009636735,0.0003360203,0.0003678763,0.0001436607,0.0006228678,0.000101698,0.0009480616,0.0001542007,0.0001916132],"category_scores_gemma":[0.0001116246,0.0001936257,0.0002535344,0.0007882796,0.0001537201,0.0001073339,0.0001219337,0.0005022638,0.0005305654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000339697,"about_ca_system_score_gemma":0.00005782597,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1689221,"about_ca_topic_score_gemma":0.0124645,"domain_scores_codex":[0.9973202,0.0003894776,0.0006877396,0.0006261136,0.0002571041,0.0007193658],"domain_scores_gemma":[0.9968562,0.001532215,0.0003046982,0.001159954,0.00008457457,0.00006232149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001120653,0.0003018392,0.08077647,0.00001201137,0.0002948202,0.000001068089,0.01871719,0.00001408578,0.00002580424,0.001548012,0.8925354,0.004652686],"study_design_scores_gemma":[0.00756686,0.00031495,0.8848954,0.00001763143,0.000279319,0.00001219713,0.03244006,0.0002847958,0.00001389108,0.008320949,0.06515406,0.0006998993],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9123966,0.004020222,0.000537795,0.03856661,0.004058179,0.003845602,0.0006103253,0.0002215122,0.03574314],"genre_scores_gemma":[0.9877617,0.0001635484,0.001866171,0.003568492,0.003250848,0.0009502439,0.00007444028,0.00007062021,0.002293908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8273813,"threshold_uncertainty_score":0.8366122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06805690979668888,"score_gpt":0.3491777045135047,"score_spread":0.2811207947168158,"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."}}