{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000571814,0.0005601968,0.001252435,0.0002589662,0.0002553352,0.0001739288,0.0001920159,0.0008421021,0.00939817],"category_scores_gemma":[0.0001062567,0.0004142043,0.001146015,0.0003615786,0.0001841623,0.0003968885,0.0001881406,0.0008024915,0.001221585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001029914,"about_ca_system_score_gemma":0.000126262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005355579,"about_ca_topic_score_gemma":0.00001515822,"domain_scores_codex":[0.9957845,0.0002379344,0.001172815,0.0007246353,0.001592079,0.0004880338],"domain_scores_gemma":[0.9967795,0.0006524794,0.0009056508,0.001244218,0.0003297336,0.0000884307],"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":[0.0002164741,0.000001382146,0.01895693,0.0007712924,0.0002884357,0.00001248777,0.0005900813,0.00001299897,0.00003463498,0.00003393304,0.9783475,0.0007338713],"study_design_scores_gemma":[0.001503327,0.00007314501,0.02752493,0.0002824847,0.0003464956,0.00007151828,0.00008350079,0.0001756588,0.0007393528,0.00007938441,0.9686983,0.0004219217],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03073268,0.0002571467,0.0001683024,0.9650295,0.001143037,0.001867304,0.0002746378,0.00008028228,0.0004470517],"genre_scores_gemma":[0.04997843,0.0002188628,0.0006035218,0.8710834,0.0309446,0.000009598514,0.0009505167,0.0001151395,0.04609598],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09394621,"threshold_uncertainty_score":0.999831,"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."}}