{"id":"W4398767819","doi":"10.1093/europace/euae102.162","title":"Pulsed field ablation for atrial fibrillation: efficacy, safety and lesion durability in patients with recurrences","year":2024,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; Vancouver General Hospital; McGill University","funders":"","keywords":"Medicine; Atrial fibrillation; Ablation; Lesion; Cardiology; Internal medicine; Radiology; 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":[0.0001982201,0.00009055046,0.0001676603,0.00008524781,0.0000526729,0.00003708385,0.00001946261,0.00004100987,0.00004557632],"category_scores_gemma":[0.0003923793,0.00006709283,0.00005962287,0.0002196874,0.0000199134,0.0001259322,0.0000186908,0.0000590706,0.000007243339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002960023,"about_ca_system_score_gemma":0.00002520237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007753111,"about_ca_topic_score_gemma":0.000008250969,"domain_scores_codex":[0.9992508,0.0000443282,0.0002120202,0.0002320957,0.0001589525,0.0001017625],"domain_scores_gemma":[0.9992719,0.000500599,0.00004188751,0.0001016883,0.00004686696,0.0000370099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003092163,0.00000328472,0.9243858,0.000185584,0.00002379162,0.000001391079,0.0001564522,0.0002752319,0.00001040529,0.0003124803,0.0002943769,0.07125901],"study_design_scores_gemma":[0.002916851,0.0005234569,0.9393466,0.0001306023,0.00006086597,5.576094e-7,0.00001504945,0.003447468,0.00002815252,0.00007439849,0.05336275,0.00009328948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886723,0.0003963551,0.002078071,0.006215006,0.0004581633,0.001302713,0.000007601523,0.00008425707,0.0007855934],"genre_scores_gemma":[0.9980926,0.00007889893,0.0004064987,0.00002910221,0.0005941658,4.915689e-7,0.00006583683,0.00001076672,0.0007216551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07116573,"threshold_uncertainty_score":0.2735966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03702865727493479,"score_gpt":0.3225132838855065,"score_spread":0.2854846266105717,"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."}}