{"id":"W3006384650","doi":"10.1161/circep.119.007676","title":"Genetic Susceptibility for Atrial Fibrillation in Patients Undergoing Atrial Fibrillation Ablation","year":2020,"lang":"en","type":"article","venue":"Circulation Arrhythmia and Electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Population Health Research Institute","funders":"National Center for Advancing Translational Sciences; National Center for Research Resources; National Heart, Lung, and Blood Institute; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Medicine; Atrial fibrillation; Cardiology; Internal medicine; Ablation; Ablation of atrial fibrillation; Catheter ablation","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":[0.00011606,0.0001910573,0.0004167747,0.0001501444,0.0001312401,0.00002711519,0.00002693306,0.0001815222,0.00003923239],"category_scores_gemma":[0.0005691993,0.0001962052,0.0002714164,0.0003194532,0.0000402058,0.0001836944,0.00002548004,0.000088856,0.00001454908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001282502,"about_ca_system_score_gemma":0.00008500202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009357605,"about_ca_topic_score_gemma":0.000009578582,"domain_scores_codex":[0.998391,0.000107419,0.0005585713,0.0004875654,0.0001732814,0.0002821976],"domain_scores_gemma":[0.9991252,0.0002658243,0.0002283138,0.0001429951,0.0001337458,0.000103857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003379903,0.000001017093,0.8824542,0.0001393132,0.00007161978,8.769358e-7,0.0001604612,0.08009616,0.005479538,0.001000256,0.00001985353,0.02719684],"study_design_scores_gemma":[0.005525711,0.000741498,0.8700454,0.00001279127,0.0001001708,0.000001783802,0.00001142577,0.1206841,0.00003443638,0.001751158,0.0009175437,0.0001739892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906,0.0001942979,0.005229761,0.002117665,0.0002257388,0.001516558,0.000004658192,0.00007578856,0.00003550599],"genre_scores_gemma":[0.9922735,0.0001056678,0.001020553,0.0001230048,0.006102233,0.000001268569,0.0003322535,0.00002522444,0.00001630265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04058797,"threshold_uncertainty_score":0.8001015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02831422875948524,"score_gpt":0.2805762832295152,"score_spread":0.25226205447003,"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."}}