{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005421449,0.0002746205,0.002714033,0.0007373521,0.00008760438,0.00001641934,0.0001121603,0.0002105636,0.0001476638],"category_scores_gemma":[0.004492948,0.0002012504,0.002571643,0.001427346,0.0003594651,0.0001115368,0.00007456611,0.0002543217,0.00009417154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000119185,"about_ca_system_score_gemma":0.0001091281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004853132,"about_ca_topic_score_gemma":0.000001493343,"domain_scores_codex":[0.9963143,0.000660431,0.00103295,0.0005300559,0.001080955,0.0003813283],"domain_scores_gemma":[0.9983259,0.0006258381,0.0001250736,0.0006237045,0.0001267542,0.0001726917],"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":[0.8769521,0.000004374015,0.04303195,0.00007736411,0.005308732,0.0003386431,0.0007259735,0.002404366,0.000005618882,0.0005311084,0.03662588,0.03399389],"study_design_scores_gemma":[0.8509296,0.000351217,0.007838472,0.000112111,0.001590001,0.00001394184,0.0004482086,0.004228935,0.000004268218,0.0005979837,0.1336814,0.0002038472],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.447982,0.1781815,0.06808785,0.1456188,0.07870895,0.04054482,0.00002756244,0.002727386,0.03812112],"genre_scores_gemma":[0.9117194,0.008625451,0.007630351,0.001258514,0.05574085,0.00007380556,0.0009180841,0.0001954177,0.01383816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4637373,"threshold_uncertainty_score":0.8206754,"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."}}