{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001912064,0.00007419071,0.0001935842,0.0002137461,0.00004657808,0.00001728395,0.00001211548,0.00006921988,0.0001415732],"category_scores_gemma":[0.0001874825,0.00007119579,0.0001086277,0.0004258813,0.00001392776,0.0001041968,0.00002114619,0.00005964649,0.00007011132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009099703,"about_ca_system_score_gemma":0.00006272256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005530493,"about_ca_topic_score_gemma":0.00002340505,"domain_scores_codex":[0.9993123,0.0000295669,0.0002447018,0.0001496027,0.0001392646,0.0001245101],"domain_scores_gemma":[0.9996545,0.00009614511,0.00003316662,0.0001474524,0.00004126373,0.00002744075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003859862,0.000001703948,0.9676887,0.00008152823,0.00003564283,0.00000775643,0.0002222915,0.001048466,0.0001481613,0.01143136,0.004234227,0.01471419],"study_design_scores_gemma":[0.001545204,0.00004039759,0.4598666,0.00006716834,0.00003367111,0.000009620589,0.00007263555,0.001802387,0.0001592856,0.0006777332,0.5356502,0.00007514025],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655694,0.00063565,0.00104692,0.01809867,0.001423373,0.0008034595,0.000001303458,0.0001372691,0.01228389],"genre_scores_gemma":[0.9866738,0.00004704665,0.0007449448,0.0002683814,0.001776697,7.596599e-7,0.00002598496,0.000006952789,0.01045539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5314159,"threshold_uncertainty_score":0.290328,"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."}}