{"id":"W2160912547","doi":"10.1016/j.hrthm.2013.04.007","title":"Quality of atrial fibrillation ablation: “Success is not final, failure is not fatal; is it the score that matters?”","year":2013,"lang":"en","type":"letter","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Atrial fibrillation; Cardiology; Ablation; Internal medicine; Catheter ablation; Quality (philosophy)","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":[0.007561641,0.0006282015,0.002305691,0.0009315268,0.004255415,0.004336936,0.001767749,0.03982284,0.005170953],"category_scores_gemma":[0.06964025,0.0007334239,0.001446272,0.001219125,0.003291377,0.004679592,0.002184685,0.04681826,0.004003326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006958466,"about_ca_system_score_gemma":0.00958213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01549859,"about_ca_topic_score_gemma":0.03187175,"domain_scores_codex":[0.989908,0.004077035,0.001866416,0.0007358875,0.002362466,0.001050253],"domain_scores_gemma":[0.9630448,0.01829477,0.003219741,0.0007338047,0.008925116,0.005781804],"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":[0.00005851076,0.00006377491,0.004412852,0.00004793157,0.00005266212,0.0006850391,0.0001341421,0.00007032523,0.00007899891,0.00217043,0.9741511,0.01807417],"study_design_scores_gemma":[0.001076682,0.0004249141,0.0282621,0.002836571,0.0004899912,0.00856915,0.00268207,0.003446062,0.0007503785,0.05488308,0.8959525,0.0006264328],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003229009,0.0003308825,0.0000611283,0.9940733,0.004125338,0.000003399543,0.00003337876,0.000009806332,0.001039773],"genre_scores_gemma":[0.006097863,0.0006269108,0.0002402043,0.9625752,0.02900488,0.00002156711,0.00004513761,0.00001488552,0.001373303],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03982284,"threshold_uncertainty_score":0.05048746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1749033998428036,"score_gpt":0.3679199751628394,"score_spread":0.1930165753200358,"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."}}