{"id":"W4399762550","doi":"10.1093/eurheartj/ehae374","title":"Ablation of persistent atrial fibrillation: never say never again","year":2024,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Atrial fibrillation; Cardiology; Internal medicine; Ablation; Catheter ablation; Paroxysmal atrial fibrillation","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":[0.004471979,0.0004350206,0.002171434,0.0003372411,0.0002954699,0.001613952,0.0005374023,0.001811069,0.002890557],"category_scores_gemma":[0.01011359,0.0002345138,0.002931021,0.0005535492,0.0004906004,0.001907307,0.0004989557,0.002028571,0.0003113853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003205912,"about_ca_system_score_gemma":0.0005411988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005558115,"about_ca_topic_score_gemma":0.00164572,"domain_scores_codex":[0.9974229,0.001717145,0.0003500514,0.0001919805,0.0001805016,0.0001373733],"domain_scores_gemma":[0.9925378,0.004629644,0.001488997,0.0005118576,0.0003684332,0.0004631605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.4937235,0.001767865,0.02063214,0.03033535,0.07016824,0.0002271975,0.0005547137,0.0008784552,0.004304281,0.004786527,0.01502858,0.3575932],"study_design_scores_gemma":[0.6125674,0.07451543,0.115328,0.01766634,0.1050371,0.0008014107,0.00067661,0.001038296,0.001190581,0.01274838,0.0582368,0.0001936092],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3897653,0.5736097,0.001547775,0.01796971,0.004091888,0.00100162,0.002133362,0.00007308331,0.009807619],"genre_scores_gemma":[0.9011926,0.08075961,0.001706241,0.008813554,0.003426017,0.0009611518,0.001021083,0.00002285171,0.002096848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004471979,"threshold_uncertainty_score":0.02365035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08797213952407038,"score_gpt":0.3400158405791746,"score_spread":0.2520437010551042,"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."}}