{"id":"W3132505190","doi":"10.1097/qmh.0000000000000302","title":"Systematic Suicide Audit: An Enhanced Method to Assess System Gaps and Mobilize Leaders for Prevention","year":2021,"lang":"en","type":"article","venue":"Quality Management in Health Care","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire en Santé Mentale de Québec","funders":"","keywords":"Coroner; Audit; Multidisciplinary approach; Context (archaeology); Intervention (counseling); Medicine; Suicide prevention; Government (linguistics); Poison control; Health care; Public health; Medical emergency; Nursing; Family medicine; Business; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.003375742,0.0002181152,0.0007969491,0.0001787908,0.0001858202,0.00004733576,0.0001597518,0.00008438437,0.00002802577],"category_scores_gemma":[0.0001234713,0.0002235297,0.00009906469,0.0003404766,0.00002012417,0.00009014221,0.00009744254,0.0001083276,0.00001939698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004178555,"about_ca_system_score_gemma":0.00004314092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007558722,"about_ca_topic_score_gemma":0.001768613,"domain_scores_codex":[0.9945961,0.00275297,0.001115386,0.0007439194,0.0002742884,0.0005173937],"domain_scores_gemma":[0.9981109,0.0006632793,0.0002886899,0.0006140163,0.0001756336,0.0001475081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004840234,0.0005392113,0.002500478,0.715187,0.001192562,0.00008047007,0.1359122,0.0003269468,0.0001506846,0.1258749,0.001745152,0.01600641],"study_design_scores_gemma":[0.001868526,0.0004628672,0.01558865,0.003181372,0.0001611238,0.000006032109,0.9771783,0.0000622818,0.0002033203,0.0004385923,0.0004421711,0.0004067985],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4928967,0.03398136,0.423576,0.006084341,0.00381287,0.02580611,0.0001951404,0.0007103333,0.01293714],"genre_scores_gemma":[0.9643173,0.0001278887,0.02597332,0.002478818,0.0001055046,0.004789591,0.0001250143,0.00004952729,0.002033104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8412661,"threshold_uncertainty_score":0.9115277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1951425610618563,"score_gpt":0.5120939476294225,"score_spread":0.3169513865675663,"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."}}