{"id":"W4415018719","doi":"10.1016/j.ejim.2025.106515","title":"Monitoring time-to-detection of recurrent atrial fibrillation in patients with transient new-onset atrial fibrillation detected initially during hospitalization for noncardiac surgery or medical illness","year":2025,"lang":"en","type":"article","venue":"European Journal of Internal Medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health; Population Health Research Institute","funders":"Canadian Institutes of Health Research; Canadian Cardiovascular Society; McMaster University; Heart and Stroke Foundation of Canada","keywords":"Atrial fibrillation; Medical diagnosis; Transient (computer programming); Medical illness; Fibrillation; Severity of illness","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001384451,0.000239439,0.000348293,0.0007411198,0.0002113561,0.0005615887,0.0003311214,0.0004068891,0.001258116],"category_scores_gemma":[0.004912587,0.0001431551,0.0007428851,0.0005745356,0.0001621971,0.000336546,0.0003822686,0.0004219374,0.0001756444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002282232,"about_ca_system_score_gemma":0.0002427651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001174687,"about_ca_topic_score_gemma":0.001370385,"domain_scores_codex":[0.9990506,0.000243873,0.0001911248,0.0002218372,0.0001890697,0.0001034508],"domain_scores_gemma":[0.994688,0.001329443,0.003051582,0.0002243878,0.000338331,0.0003683349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001886413,0.00002425185,0.9982604,0.00001035609,0.00003827516,0.00002559855,0.00002516263,0.00003603439,0.0001473967,0.000003538441,0.0000298747,0.001210532],"study_design_scores_gemma":[0.00001274836,0.0002949582,0.9986309,0.000008027557,0.00003850057,0.0004164598,0.00005556203,0.0003199674,0.0001388613,0.000009470526,0.00007147367,0.000003052629],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990004,0.000201175,0.0002073576,0.00002284863,0.000005084724,0.00001140384,0.000262582,0.00000735834,0.0002817521],"genre_scores_gemma":[0.9993298,0.00004930584,0.0002383844,0.00001437953,0.000009452196,0.00001438707,0.0002987613,0.00000154138,0.00004411501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001384451,"threshold_uncertainty_score":0.007321775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02166291907070478,"score_gpt":0.2934327891899936,"score_spread":0.2717698701192888,"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."}}