{"id":"W2902734680","doi":"10.1017/cem.2018.459","title":"CJEM Debate Series#PhysicianProductivity – Measuring and understanding causes of variability in emergency physician performance are essential to improve emergency department efficiency","year":2018,"lang":"en","type":"review","venue":"Canadian Journal of Emergency Medicine","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint John Regional Hospital; Dalhousie University; Queen's University","funders":"","keywords":"Emergency department; Medicine; Medical emergency; Emergency physician; Emergency medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008456946,0.0008144245,0.001992199,0.004047725,0.0007169095,0.003550368,0.001753242,0.004075794,0.01898929],"category_scores_gemma":[0.03404279,0.0004250521,0.001413167,0.005151115,0.001486341,0.00295862,0.001633902,0.00311567,0.002867193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003965508,"about_ca_system_score_gemma":0.0198526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02038193,"about_ca_topic_score_gemma":0.0419932,"domain_scores_codex":[0.9971808,0.0006494229,0.0003778035,0.0002747119,0.001351285,0.0001660448],"domain_scores_gemma":[0.969159,0.01959566,0.00280685,0.0004580362,0.007050633,0.0009298735],"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":[0.0001011391,0.00006261442,0.0008569713,0.03326399,0.0004320547,0.00006889498,0.0001087172,0.0002828587,0.0001123265,0.01533214,0.3271555,0.6222227],"study_design_scores_gemma":[0.00004907206,0.00002930355,0.003069065,0.03981165,0.0003234176,0.000123493,0.00009817234,0.00005705801,0.00006160247,0.003885787,0.9524661,0.00002529217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0001254829,0.970673,0.0001487232,0.02234881,0.003006363,0.00002730266,0.0002990778,0.00001015294,0.003361163],"genre_scores_gemma":[0.002132298,0.9826079,0.0003804815,0.008699447,0.003935107,0.00003871948,0.0002976009,0.00001126962,0.001897182],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02038193,"threshold_uncertainty_score":0.0635255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1872211513031028,"score_gpt":0.3375577357509975,"score_spread":0.1503365844478947,"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."}}