{"id":"W4378232551","doi":"10.3389/fcvm.2023.1153275","title":"Subclinical postoperative atrial fibrillation: a randomized trial","year":2023,"lang":"en","type":"article","venue":"Frontiers in Cardiovascular Medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"Pfizer","keywords":"Medicine; Atrial fibrillation; Internal medicine; Cardiology; Cardiac surgery; Randomized controlled trial; Clinical endpoint; Stroke (engine); Subclinical infection; Incidence (geometry); Cumulative incidence; Complication; Cohort; 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":[0.00224469,0.001249916,0.003446698,0.000521223,0.000440921,0.001376425,0.0008504255,0.002546282,0.01079799],"category_scores_gemma":[0.004038592,0.0004774909,0.002463307,0.0006543136,0.0009844271,0.001094811,0.0005430267,0.002415711,0.0009412447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005212951,"about_ca_system_score_gemma":0.001223541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006755985,"about_ca_topic_score_gemma":0.001291577,"domain_scores_codex":[0.9984977,0.0009091185,0.0001417733,0.000236556,0.00008643872,0.0001284443],"domain_scores_gemma":[0.9980531,0.0008068259,0.0005450533,0.0001240647,0.0001092675,0.0003617786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9768753,0.001945739,0.001230461,0.002989218,0.002768537,0.00005585017,0.00002750818,0.0001743805,0.0003433914,0.0002235032,0.0009908483,0.01237521],"study_design_scores_gemma":[0.9844528,0.01159176,0.001424773,0.0001976934,0.001274571,0.00002989479,0.00001519728,0.0001774489,0.0000428893,0.0002758131,0.0005094606,0.000007728239],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9073103,0.06462131,0.001733537,0.005581175,0.004539323,0.00779173,0.00229177,0.0002445788,0.005886318],"genre_scores_gemma":[0.963199,0.01431403,0.002206821,0.00383617,0.001821532,0.01014241,0.001172487,0.00002070108,0.003286838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01079799,"threshold_uncertainty_score":0.03612286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0517156734685554,"score_gpt":0.3394344028447211,"score_spread":0.2877187293761657,"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."}}