{"id":"W4408929343","doi":"10.1016/j.hrthm.2024.12.029","title":"Top Stories: Ablation in atrial fibrillation","year":2025,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; Montreal Heart Institute","funders":"Deutsche Forschungsgemeinschaft","keywords":"Medicine; Atrial fibrillation; Ablation; Cardiology; 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":[0.002637085,0.0006493076,0.0005175573,0.001441864,0.002610997,0.005911719,0.0008536901,0.004858588,0.04537344],"category_scores_gemma":[0.01853332,0.0002168554,0.0006305267,0.001139227,0.002047252,0.005772228,0.003032612,0.007668936,0.01007233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001510884,"about_ca_system_score_gemma":0.001760589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001610791,"about_ca_topic_score_gemma":0.003796587,"domain_scores_codex":[0.9979387,0.0009523627,0.0001095338,0.0001195285,0.0006857989,0.0001939592],"domain_scores_gemma":[0.9871331,0.007764072,0.0006916538,0.00031764,0.001366193,0.002727245],"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":[0.0000366621,0.00002752888,0.0004017844,0.0003801072,0.00001454793,0.0001653792,0.0006124889,0.0000259267,0.00007008567,0.005068542,0.9080493,0.0851475],"study_design_scores_gemma":[0.00001660157,0.00003811767,0.001025814,0.001068923,0.00001987255,0.0006766305,0.001039387,0.00004219805,0.00006856969,0.005616069,0.9903753,0.00001239945],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001871384,0.1550535,0.0006798087,0.6954938,0.06554625,0.00002841709,0.0006141344,0.0002183308,0.08049446],"genre_scores_gemma":[0.05454727,0.2818787,0.001578556,0.3543829,0.1840535,0.0001184561,0.0008681064,0.0003875908,0.122185],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.04537344,"threshold_uncertainty_score":0.1517892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03906578964440387,"score_gpt":0.3497385875388526,"score_spread":0.3106727978944487,"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."}}