{"id":"W4411791562","doi":"10.7326/annals-25-00253","title":"Catheter and Surgical Ablation for Atrial Fibrillation","year":2025,"lang":"en","type":"review","venue":"Annals of Internal Medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Vancouver General Hospital; Dalhousie University; Montreal Heart Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Catheter ablation; Catheter; Cardiology; Ablation; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009295677,0.0005589321,0.003137376,0.003275241,0.0003053446,0.00111685,0.0008072855,0.001779939,0.0098502],"category_scores_gemma":[0.028763,0.0003572544,0.004373846,0.003413712,0.0008196497,0.0007438876,0.0005771685,0.0009965133,0.0007332077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001116616,"about_ca_system_score_gemma":0.002654646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00261804,"about_ca_topic_score_gemma":0.002969656,"domain_scores_codex":[0.9889792,0.005451189,0.002826369,0.0009374527,0.001631572,0.0001741554],"domain_scores_gemma":[0.9831119,0.0105179,0.005139403,0.0003744258,0.0005792076,0.0002772149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.01244841,0.000188328,0.007143293,0.5586266,0.01815085,0.0003050455,0.0001307366,0.000664292,0.0006320292,0.003308083,0.0187515,0.3796508],"study_design_scores_gemma":[0.08639499,0.01096711,0.1367099,0.4971905,0.07057787,0.00485159,0.0003580951,0.00105498,0.001286004,0.01305313,0.1772975,0.0002583181],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004532585,0.9892004,0.0003740119,0.001041198,0.0006074838,0.0003654112,0.001364469,0.0000123134,0.002502129],"genre_scores_gemma":[0.1346706,0.8478038,0.001997401,0.0052068,0.00324812,0.003276914,0.002475869,0.00001601254,0.001304405],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0098502,"threshold_uncertainty_score":0.04916078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1818042313604106,"score_gpt":0.4675823040488308,"score_spread":0.2857780726884203,"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."}}