{"id":"W2888605959","doi":"10.1016/j.annemergmed.2018.04.013","title":"Medicolegal Data Empower Better and Safer Health Care","year":2018,"lang":"en","type":"letter","venue":"Annals of Emergency Medicine","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Medical Protective Association; University of Ottawa","funders":"","keywords":"Medicine; Malpractice; Patient safety; Blame; SAFER; Scopus; Medical malpractice; Health care; Family medicine; MEDLINE; Law; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003936642,0.0005289026,0.001620357,0.0002643816,0.0004156451,0.000002465977,0.001160752,0.001269308,0.0597636],"category_scores_gemma":[0.008212443,0.0003743392,0.0001050203,0.0003105665,0.0006289483,0.0003270287,0.0007511741,0.003930233,0.0002825875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003219555,"about_ca_system_score_gemma":0.0007666879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00314466,"about_ca_topic_score_gemma":0.0004149701,"domain_scores_codex":[0.9921343,0.001577142,0.0025694,0.001069375,0.00149437,0.001155447],"domain_scores_gemma":[0.9927771,0.001660659,0.001460215,0.002559996,0.001060824,0.0004811937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004657011,0.0000310719,0.00194734,0.005227647,0.0001640912,0.00002225145,0.008918766,2.549588e-9,0.000002356781,0.00002774698,0.9813341,0.002278002],"study_design_scores_gemma":[0.0004837385,0.0008008314,0.001456616,0.002374833,0.0001497045,0.000001270008,0.00372292,0.000002642569,0.000001396752,0.0002520047,0.9904663,0.0002877385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001210739,0.01769528,0.00002253934,0.9530754,0.01025607,0.001078004,0.0005994631,0.00006017722,0.01600231],"genre_scores_gemma":[0.0006874069,0.01410869,0.0001430438,0.9247436,0.04629593,0.00005903751,0.005199953,0.00008997744,0.008672372],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05948102,"threshold_uncertainty_score":0.9998708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3901553332536122,"score_gpt":0.5725363551444594,"score_spread":0.1823810218908473,"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."}}