{"id":"W3093943051","doi":"10.1093/europace/euaa217","title":"Atrial fibrillation ablation in heart failure: What do we know? What can we do?","year":2020,"lang":"en","type":"review","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Southlake Regional Health Center","funders":"","keywords":"Medicine; Atrial fibrillation; Ejection fraction; Cardiology; Sinus rhythm; Internal medicine; Catheter ablation; Heart failure; Ablation; Stroke (engine); Randomized controlled trial","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":[],"category_scores_codex":[0.0004573745,0.0005982161,0.002052809,0.0005309916,0.0000901003,0.0006646384,0.0001512147,0.0003458562,0.0003596681],"category_scores_gemma":[0.0003835369,0.0005218177,0.001035729,0.001308418,0.00004320855,0.000928937,0.0001597521,0.0004818783,0.000888834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003048072,"about_ca_system_score_gemma":0.0002738267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001088908,"about_ca_topic_score_gemma":0.00002032967,"domain_scores_codex":[0.9966367,0.000527743,0.001043663,0.0007706273,0.0006313391,0.0003898502],"domain_scores_gemma":[0.9981636,0.0004646529,0.0005398808,0.000533564,0.00008271256,0.0002155901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007267053,0.000001860158,0.0003855064,0.004765739,0.0001277454,0.00004140096,0.0002860638,0.0000549743,0.000001134787,0.0001876686,0.004806475,0.9892688],"study_design_scores_gemma":[0.0009996633,0.0001127995,0.00005528788,0.02385909,0.0008267896,0.00003033878,0.000300957,0.00006889719,8.007381e-7,0.00005357885,0.9732675,0.0004242907],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001333117,0.9598257,0.00003497773,0.0356005,0.001981489,0.002236966,0.000007753761,0.0001522382,0.000147068],"genre_scores_gemma":[0.00003523627,0.9885013,0.0004084364,0.00009834124,0.007864098,0.00000356123,0.0002738979,0.0001294851,0.002685645],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9888445,"threshold_uncertainty_score":0.9998891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06488333958367389,"score_gpt":0.3508845851995193,"score_spread":0.2860012456158454,"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."}}