{"id":"W4386469420","doi":"10.1016/j.jacep.2023.07.014","title":"Catheter Ablation of Persistent Atrial Fibrillation","year":2023,"lang":"en","type":"letter","venue":"JACC. Clinical electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Innovation Council; University of British Columbia","funders":"","keywords":"Atrial fibrillation; Catheter ablation; Cardiology; Medicine; Ablation; Internal medicine; 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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004223197,0.0003359707,0.001497726,0.000306289,0.00006072587,0.00001185757,0.0001512954,0.001506682,0.0002482958],"category_scores_gemma":[0.0009769225,0.000280141,0.003452939,0.0003399772,0.0001706042,0.00005111405,0.00010697,0.001155912,0.0004881418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001046575,"about_ca_system_score_gemma":0.0001724311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003627008,"about_ca_topic_score_gemma":0.000001784104,"domain_scores_codex":[0.9965626,0.000393926,0.001507711,0.0006602047,0.00041482,0.0004607357],"domain_scores_gemma":[0.9970161,0.001269232,0.0008511757,0.0005733166,0.000222049,0.00006811857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002546639,0.0000176865,0.01439701,0.0006328495,0.004033011,0.00009590098,0.0000552313,0.0008602646,0.001913277,0.0002175203,0.9596699,0.01556066],"study_design_scores_gemma":[0.00330051,0.006173599,0.0657229,0.0001108822,0.002563743,0.00001151923,0.000007796507,0.002936037,0.00004755746,0.00120314,0.9173936,0.0005286992],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2325744,0.00056292,0.00008495768,0.7577441,0.005187133,0.002170566,0.00004265759,0.0004094922,0.00122379],"genre_scores_gemma":[0.2442414,0.005162405,0.001434921,0.3615484,0.3214901,0.00001360257,0.0104807,0.0005630853,0.0550654],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3961958,"threshold_uncertainty_score":0.9999651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1210609948136924,"score_gpt":0.3970203309102994,"score_spread":0.2759593360966071,"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."}}