{"id":"W4405595302","doi":"10.1016/j.hrthm.2024.12.026","title":"Catheter ablation of paroxysmal atrial fibrillation and disease progression: Magnitude of the antiprogression effect and role of intervention timing","year":2024,"lang":"en","type":"review","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Paroxysmal atrial fibrillation; Cardiology; Catheter ablation; Atrial fibrillation; Internal medicine; Ablation; Intervention (counseling); Catheter; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0003934709,0.0001933771,0.0009016598,0.0001612482,0.00003734873,0.00001352314,0.0000246797,0.0001242977,0.00001684278],"category_scores_gemma":[0.0001794156,0.000109287,0.0006506579,0.0001980244,0.00009136189,0.00006849552,0.0001414953,0.0001030532,0.000001863838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001786574,"about_ca_system_score_gemma":0.0000503998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005199674,"about_ca_topic_score_gemma":3.993725e-7,"domain_scores_codex":[0.9985643,0.0001918157,0.0006446433,0.0002240103,0.0002818519,0.0000933922],"domain_scores_gemma":[0.9990774,0.0001165327,0.0004817836,0.0002081896,0.00005402735,0.00006202626],"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":[0.0002019156,0.00000546625,0.02603323,0.04796502,0.0001602952,0.000002060854,0.00006116551,0.00000226587,0.00001568908,0.00006898147,0.00003823303,0.9254457],"study_design_scores_gemma":[0.004056818,0.002053385,0.06465045,0.2495558,0.0232744,0.0003186417,0.00004772733,0.00257131,0.0004344806,0.0004121838,0.6519182,0.0007065296],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04057464,0.9573182,0.000006260548,0.0001135446,0.0002462139,0.001682958,0.0000154235,0.00001715656,0.00002553657],"genre_scores_gemma":[0.2333869,0.7648873,0.0003319996,0.000002876453,0.001039984,0.000006023184,0.0001093306,0.00004431877,0.0001912367],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9247391,"threshold_uncertainty_score":0.4456596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04357409624117605,"score_gpt":0.3878072328278671,"score_spread":0.344233136586691,"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."}}