{"id":"W2996371608","doi":"10.1161/circep.119.007612","title":"Outcomes and Anticoagulation Use After Catheter Ablation for Atrial Fibrillation","year":2019,"lang":"en","type":"article","venue":"Circulation Arrhythmia and Electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Medicine; Atrial fibrillation; Hazard ratio; Catheter ablation; Discontinuation; Ablation; Internal medicine; Stroke (engine); Cardiology; Propensity score matching; Proportional hazards model; Cohort; Myocardial infarction; Surgery; Confidence interval","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":[],"consensus_categories":[],"category_scores_codex":[0.00008741501,0.0001531983,0.0003343372,0.0001557308,0.00008209662,0.00004167372,0.00001194186,0.000134201,0.0000484858],"category_scores_gemma":[0.00008953987,0.0001335231,0.0001465291,0.00009794167,0.00003534575,0.0003015017,0.00001752738,0.00005330571,0.00001895375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003439757,"about_ca_system_score_gemma":0.00001934937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008102309,"about_ca_topic_score_gemma":0.000001518232,"domain_scores_codex":[0.9990603,0.00004036001,0.0002783529,0.0003227229,0.0001027386,0.000195463],"domain_scores_gemma":[0.9994057,0.0001710756,0.0001239502,0.0001545983,0.0000898069,0.00005482876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009973985,0.000001479725,0.9534565,0.00008468259,0.000108997,8.901314e-7,0.0000935935,0.001290052,0.0303465,0.004232885,0.000008100618,0.009378974],"study_design_scores_gemma":[0.002003629,0.0002534499,0.9597588,0.00001114551,0.000127502,0.00001376481,0.00000624501,0.03356756,0.00008432325,0.001654799,0.002372065,0.0001466935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945837,0.0001411088,0.002739503,0.00115392,0.0002190265,0.00107384,0.000003476226,0.00005367653,0.00003169812],"genre_scores_gemma":[0.9972469,0.0000701664,0.0009314782,0.0001696033,0.0009579596,0.000004438369,0.0001497404,0.00002099194,0.0004487072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03227751,"threshold_uncertainty_score":0.5444913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02539543442499147,"score_gpt":0.289133632008613,"score_spread":0.2637381975836215,"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."}}