{"id":"W4307023912","doi":"10.1016/j.cjca.2022.08.200","title":"VALVULAR SURGERY IS ASSOCIATED WITH AN INCREASED RISK OF POST-OPERATIVE ATRIAL FIBRILLATION: SECONDARY ANALYSIS OF THE SEARCH-AF CARDIOLINK-1 RANDOMIZED TRIAL","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Atrial fibrillation; Cardiology; Internal medicine; Atrial flutter; Ejection fraction; Randomized controlled trial; Stroke (engine); Surgery; Valve replacement; Myocardial infarction; Cardiac surgery; Heart failure; Stenosis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002348343,0.00166096,0.004323631,0.0004663474,0.0004054072,0.00196236,0.001047447,0.0022578,0.006488706],"category_scores_gemma":[0.006214044,0.0008606739,0.005661514,0.0005519633,0.0009623134,0.001300444,0.0007131181,0.003342982,0.0005705435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004312515,"about_ca_system_score_gemma":0.0007094449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274185,"about_ca_topic_score_gemma":0.002115875,"domain_scores_codex":[0.9982577,0.0009801569,0.0001708036,0.0003327458,0.00009354288,0.0001651464],"domain_scores_gemma":[0.9957471,0.002179065,0.001170425,0.0003351716,0.0001573882,0.0004108418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.947014,0.001015592,0.0136388,0.003710185,0.0248173,0.0001253884,0.00006583884,0.000351542,0.001087268,0.0003162604,0.001551502,0.006306307],"study_design_scores_gemma":[0.8860407,0.01973992,0.03602922,0.0004448229,0.05263692,0.0002702017,0.0001364973,0.001496192,0.0004770492,0.001148983,0.001494278,0.00008523097],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663814,0.02586192,0.0008728766,0.00118731,0.001077175,0.0004858605,0.001873825,0.0001134474,0.002146198],"genre_scores_gemma":[0.9906856,0.00391172,0.0006367118,0.000840959,0.000873848,0.0003926624,0.001491402,0.00002716283,0.001139847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006488706,"threshold_uncertainty_score":0.02170688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424944638411731,"score_gpt":0.2527035844298727,"score_spread":0.2384541380457554,"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."}}