{"id":"W3114658231","doi":"10.1016/j.hrthm.2020.12.023","title":"Marshall bundle elimination, Pulmonary vein isolation, and Line completion for ANatomical ablation of persistent atrial fibrillation (Marshall-PLAN): Prospective, single-center study","year":2020,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":173,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Agence Nationale de la Recherche","keywords":"Medicine; Pulmonary vein; Atrial fibrillation; Ablation; Cardiology; Internal medicine; Atrial tachycardia; Coronary sinus; Sinus rhythm; Catheter ablation; Single Center; Amiodarone; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001389099,0.0009762662,0.001169458,0.000320342,0.0006283125,0.001335559,0.0009062786,0.001373839,0.002155124],"category_scores_gemma":[0.002421016,0.0008764225,0.001991074,0.0006696841,0.000786086,0.001865565,0.0008381775,0.002125703,0.0003654803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005651706,"about_ca_system_score_gemma":0.0009803454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001733312,"about_ca_topic_score_gemma":0.003667587,"domain_scores_codex":[0.9990968,0.0002188743,0.00008714674,0.0002990504,0.0001036568,0.0001945669],"domain_scores_gemma":[0.9980976,0.0003663049,0.0006804976,0.0002736513,0.00009903141,0.000483011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08928694,0.01034112,0.8744851,0.0002843268,0.003935944,0.0004321995,0.0003246064,0.0006165248,0.001359561,0.0003781713,0.001153207,0.01740227],"study_design_scores_gemma":[0.02124866,0.03797632,0.9321525,0.0001208059,0.003027982,0.0008579274,0.0008056481,0.001795228,0.0003953614,0.0006082566,0.0008858576,0.0001254602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989107,0.0003855902,0.0001449223,0.00003890405,0.00002342899,0.00004874703,0.0001577796,0.000004487607,0.0002854856],"genre_scores_gemma":[0.9981897,0.0003520919,0.0003387599,0.0001383289,0.0001453507,0.00009093214,0.0005119482,0.0000049736,0.0002278699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002155124,"threshold_uncertainty_score":0.007346332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08041974069745284,"score_gpt":0.3122223104899296,"score_spread":0.2318025697924768,"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."}}