{"id":"W4405893797","doi":"10.1016/j.hrthm.2024.12.031","title":"Incidence, characteristics, and prognostic significance of early recurrences after different ablation approaches for persistent atrial fibrillation","year":2024,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Jubilee Hospital","funders":"Biosense Webster; Baker Heart and Diabetes Institute; National Heart Foundation of Australia; University of Melbourne; National Health and Medical Research Council; Medtronic","keywords":"Medicine; Atrial fibrillation; Incidence (geometry); Cardiology; Ablation; Internal medicine; Catheter ablation; Ablation of 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":[0.001175941,0.0001929153,0.0005150067,0.0008406991,0.0003819737,0.0007828171,0.0005652261,0.0008323979,0.001655362],"category_scores_gemma":[0.007225458,0.0001804747,0.001344434,0.0007716909,0.0003652173,0.0009267282,0.0006126936,0.001155926,0.0001757707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003611227,"about_ca_system_score_gemma":0.0003996281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001373035,"about_ca_topic_score_gemma":0.00174822,"domain_scores_codex":[0.9989281,0.0001908926,0.0001757281,0.0002357906,0.0001792261,0.0002901436],"domain_scores_gemma":[0.993863,0.002299961,0.002512972,0.0003731376,0.0003676784,0.0005832472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008207848,0.00006675336,0.9922084,0.00002162472,0.0002019639,0.0001466944,0.0000799097,0.0001386631,0.0002141788,0.0000668558,0.0001432585,0.005890874],"study_design_scores_gemma":[0.00002167838,0.0002305895,0.998118,0.00001397163,0.0001008331,0.000609681,0.0002143752,0.0003722754,0.00007175076,0.0001203502,0.0001131156,0.00001323922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978806,0.00117298,0.0001447123,0.00006451113,0.00001146847,0.000006275952,0.0002450212,0.00000480628,0.0004697314],"genre_scores_gemma":[0.999419,0.0001545362,0.0000431276,0.00001686465,0.0000255089,0.000006432484,0.0002405903,0.000002527788,0.00009149656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001655362,"threshold_uncertainty_score":0.006219029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07425887133395549,"score_gpt":0.3063458598616369,"score_spread":0.2320869885276814,"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."}}