{"id":"W2005859354","doi":"10.1097/imi.0b013e3181d9199b","title":"Surgical Ablation for Atrial Fibrillation in Cardiac Surgery a Meta-Analysis and Systematic Review","year":2010,"lang":"en","type":"article","venue":"Innovations Technology and Techniques in Cardiothoracic and Vascular Surgery","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; London Health Sciences Centre; Western University","funders":"","keywords":"Atrial fibrillation; Medicine; Cardiac surgery; Cardiology; Ablation; Internal medicine; Meta-analysis","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":[0.004951612,0.0002078953,0.002634615,0.003339741,0.00009201645,0.00002942132,0.0000338329,0.0003960226,0.000008078817],"category_scores_gemma":[0.001497678,0.0001748457,0.001091756,0.003559424,0.0001278105,0.0001691872,0.00005452779,0.000245885,3.045445e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000228332,"about_ca_system_score_gemma":0.00004606314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001832312,"about_ca_topic_score_gemma":0.00001371221,"domain_scores_codex":[0.9981058,0.0001664808,0.000959943,0.0003986789,0.0001750386,0.0001941122],"domain_scores_gemma":[0.9977961,0.001362802,0.0002447883,0.0003858844,0.0001754248,0.00003506098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00004782117,0.000006013886,0.9431943,0.02048162,0.01585795,0.00001460255,0.00001770557,0.000001844576,0.00007822852,0.010866,0.00007238694,0.009361519],"study_design_scores_gemma":[0.002079867,0.0002374045,0.3034447,0.01465129,0.6101076,0.0005107038,0.0003072403,0.00192063,0.002914367,0.01873763,0.04157298,0.003515597],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8006633,0.1625658,0.01451924,0.01176872,0.0003191421,0.00919169,0.00005514684,0.0007355352,0.0001814835],"genre_scores_gemma":[0.9775954,0.01777658,0.004025089,0.00007689047,0.000146841,0.0001770635,0.0001328535,0.00002138766,0.00004788116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6397496,"threshold_uncertainty_score":0.7130002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05656414549925746,"score_gpt":0.3602533249460038,"score_spread":0.3036891794467463,"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."}}