{"id":"W2410861163","doi":"10.1016/j.cjca.2015.07.616","title":"OPERATOR-DRIVEN QUALITY IMPROVEMENT PROJECT IN ELECTROPHYSIOLOGY: RESULTS OF A FEASIBILITY STUDY","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Atrial flutter; Atrial fibrillation; Atrial tachycardia; Ablation; Quality management; Emergency medicine; Catheter ablation; Medical emergency; Cardiology; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.03149514,0.001025949,0.001107123,0.001342322,0.002094115,0.002253546,0.001383559,0.002204004,0.001991949],"category_scores_gemma":[0.03704664,0.0006680721,0.001367808,0.001630961,0.002024075,0.003454502,0.003258061,0.002413042,0.0005949807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00348334,"about_ca_system_score_gemma":0.01387311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01845997,"about_ca_topic_score_gemma":0.01382536,"domain_scores_codex":[0.9725954,0.01856648,0.001592153,0.001336713,0.003431755,0.002477497],"domain_scores_gemma":[0.9504792,0.02051522,0.005325946,0.004029579,0.01065289,0.008997136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0432855,0.2155915,0.6402249,0.0007927989,0.0007400708,0.001610789,0.01100283,0.002008197,0.003254544,0.001058855,0.003106199,0.07732385],"study_design_scores_gemma":[0.02408293,0.175487,0.7792672,0.000270509,0.0006206025,0.0004932066,0.01155413,0.003799134,0.001175768,0.0006157767,0.002422442,0.0002113088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902384,0.00005986889,0.001097487,0.000384702,0.00002889535,0.006408418,0.0006653907,0.00002459488,0.001092136],"genre_scores_gemma":[0.9834738,0.0001161382,0.006083663,0.0005583635,0.00006973141,0.008076713,0.001201274,0.0000185127,0.0004017441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03149514,"threshold_uncertainty_score":0.1665642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1669625210913247,"score_gpt":0.400665241609114,"score_spread":0.2337027205177893,"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."}}