{"id":"W3100196833","doi":"10.1016/j.annemergmed.2020.09.449","title":"Improving Quality of Care Through a Mandatory Provincial Audit Program: Ontario’s Emergency Department Return Visit Quality Program","year":2020,"lang":"en","type":"article","venue":"Annals of Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; London Health Sciences Centre; Western University; Health Sciences Centre; University of Ottawa; Sunnybrook Health Science Centre; Sinai Health System; University Health Network; University of Toronto; Ottawa Hospital","funders":"","keywords":"Medicine; Emergency department; Quality management; Audit; Medical emergency; Health care; Emergency medicine; Documentation; Family medicine; Nursing; Operations management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006187454,0.0002574341,0.0003932596,0.0007891264,0.00464537,0.002223722,0.002113797,0.0008139469,0.002793564],"category_scores_gemma":[0.01954136,0.0005472646,0.0006945421,0.001466039,0.0009258192,0.0009060731,0.002771514,0.001697637,0.0002644644],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06178869,"about_ca_system_score_gemma":0.3180568,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9693521,"about_ca_topic_score_gemma":0.9912415,"domain_scores_codex":[0.9930685,0.001378408,0.0002734163,0.0003047161,0.002781032,0.002193929],"domain_scores_gemma":[0.960112,0.003099396,0.002961675,0.00163705,0.01355065,0.01863922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001430204,0.005452287,0.6464874,0.0003823312,0.0002095995,0.0002697503,0.003924003,0.00184962,0.001533143,0.002071967,0.1292438,0.2071459],"study_design_scores_gemma":[0.0003793237,0.0003633974,0.9849364,0.00009444779,0.00005369651,0.00003442012,0.001290456,0.001397333,0.0002602471,0.0001270719,0.01103285,0.00003026406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9328717,0.0003707838,0.001094023,0.0302762,0.0002713047,0.002387846,0.003384592,0.0002804034,0.0290631],"genre_scores_gemma":[0.980242,0.0004327963,0.005449295,0.002825604,0.00009192278,0.0008368571,0.001527368,0.00004181331,0.008552353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9382113,"threshold_uncertainty_score":0.4483104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1581566666633574,"score_gpt":0.4458206935162463,"score_spread":0.2876640268528889,"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."}}