{"id":"W4417118774","doi":"10.1111/acem.70204","title":"Defining and Measuring Emergency Physician Productivity: Development of a Consensus‐Based Productivity Index","year":2025,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Institut du Savoir Montfort; Montfort Hospital; University of Ottawa","funders":"","keywords":"Delphi method; Productivity; Audit; Workload; Quality (philosophy); Delphi; Quality management; MEDLINE; Process (computing)","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":[0.08279227,0.001310462,0.002095245,0.01992967,0.001591659,0.004570069,0.003307477,0.001330742,0.001665702],"category_scores_gemma":[0.1390834,0.0006709404,0.00258026,0.01299272,0.001398809,0.00390756,0.006032504,0.002136887,0.000457753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01290699,"about_ca_system_score_gemma":0.02605105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01324986,"about_ca_topic_score_gemma":0.01792053,"domain_scores_codex":[0.9390895,0.02098532,0.01543892,0.002548294,0.02058996,0.001347977],"domain_scores_gemma":[0.903182,0.03891538,0.01313601,0.002707156,0.0402634,0.001796076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003061071,0.0007263858,0.2035245,0.01297164,0.001447447,0.0002558289,0.01187724,0.01105813,0.001507801,0.01395398,0.01648945,0.7258815],"study_design_scores_gemma":[0.0006110446,0.003577151,0.5973264,0.0279112,0.005049495,0.001466406,0.04062272,0.1524497,0.01096713,0.05972499,0.09940934,0.0008844423],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2732711,0.01163864,0.613902,0.01150843,0.0006241974,0.039368,0.01083142,0.0009544424,0.03790186],"genre_scores_gemma":[0.3840458,0.003046567,0.5916049,0.0005583533,0.00009151654,0.01605521,0.003978652,0.00006114139,0.000557824],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08279227,"threshold_uncertainty_score":0.4378526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04322687110991304,"score_gpt":0.3355405585639807,"score_spread":0.2923136874540677,"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."}}