{"id":"W3105569447","doi":"10.1161/circ.142.suppl_3.16753","title":"Abstract 16753: Baseline Prediction of Atrial Fibrillation Recurrence After Catheter Ablation: Comparative Analysis of Prognostic Models Using Data Recorded by Implanted Cardiac Monitors","year":2020,"lang":"en","type":"article","venue":"Circulation","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Atrial fibrillation; Receiver operating characteristic; Cohort; Catheter ablation; Internal medicine; Cardiology; Area under the curve; Stroke (engine); Surgery","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":[0.01268079,0.001302213,0.001509133,0.002723551,0.0002893986,0.002033451,0.00146765,0.00109215,0.005825745],"category_scores_gemma":[0.04312621,0.0003273945,0.006080444,0.001840405,0.0002654866,0.001026907,0.0009410917,0.001118451,0.002063318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008116745,"about_ca_system_score_gemma":0.001575685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006373972,"about_ca_topic_score_gemma":0.004537564,"domain_scores_codex":[0.9961147,0.002158857,0.0004544125,0.0007354782,0.0003995142,0.0001370691],"domain_scores_gemma":[0.9531054,0.04123666,0.002020053,0.001325979,0.001939173,0.0003727292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01185487,0.001024898,0.5788755,0.01166373,0.02570137,0.0005670327,0.0003043974,0.09549795,0.00108467,0.00197597,0.0838083,0.1876413],"study_design_scores_gemma":[0.003070466,0.007649882,0.4082575,0.007846769,0.03175698,0.002437492,0.000718586,0.4639955,0.003335392,0.01133722,0.05901023,0.0005839579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6625752,0.06909979,0.04372998,0.00752554,0.001680865,0.0007829966,0.1998158,0.003009342,0.01178049],"genre_scores_gemma":[0.8936844,0.005777107,0.01017955,0.0007153125,0.0005010306,0.0004216763,0.08676445,0.0002702602,0.001686205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01268079,"threshold_uncertainty_score":0.06706321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1829018671106304,"score_gpt":0.3585561394898336,"score_spread":0.1756542723792032,"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."}}