{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000262548,0.0001653573,0.0004061268,0.0001327958,0.0001185242,0.00003279719,0.00002579107,0.00008787318,0.00006503851],"category_scores_gemma":[0.0002435512,0.0001628383,0.0002580741,0.0002292954,0.00003888022,0.0002059674,0.00004664259,0.00007226403,0.00000914778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009589773,"about_ca_system_score_gemma":0.00002943438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000011137,"about_ca_topic_score_gemma":0.000007204818,"domain_scores_codex":[0.9985208,0.00007510166,0.0005472987,0.000360267,0.0003335781,0.0001629905],"domain_scores_gemma":[0.999089,0.00015633,0.0001948794,0.0001328116,0.00032145,0.0001055086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003820925,0.0001352769,0.9875079,0.0003336671,0.0002788538,0.000003650882,0.001292861,0.001165876,0.002243306,0.0006031378,0.0005173052,0.002097185],"study_design_scores_gemma":[0.009450799,0.005091926,0.7525637,0.00009239045,0.0005777435,0.0001148857,0.0008256873,0.2143249,0.0002700059,0.0001786759,0.01616023,0.0003490809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98362,0.0002064184,0.002538245,0.009914592,0.0001762238,0.003257795,0.00003109647,0.00008326368,0.0001723598],"genre_scores_gemma":[0.9959568,0.00001504147,0.001745675,0.0001412127,0.001573991,0.000006373626,0.0003843886,0.00002537583,0.0001511288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2349443,"threshold_uncertainty_score":0.6640353,"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."}}