{"id":"W7117318128","doi":"10.1093/europace/euaf300","title":"Irregular atrial arrhythmias shorter than 30 s and the risk of atrial fibrillation on continuous monitoring","year":2025,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"Vetenskapsrådet; Hjärt-Lungfonden; Hartstichting; ZonMw; Dutch Cardiovascular Alliance; Health~Holland","keywords":"Atrial fibrillation; Continuous monitoring; Cardiac arrhythmia; Electrocardiography; P wave","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":[0.0005701066,0.0001342447,0.0003616636,0.0001064765,0.0001056395,0.00003094224,0.00004741508,0.00005580336,0.00002817415],"category_scores_gemma":[0.0007496662,0.0000882722,0.000311797,0.0001894906,0.0000962258,0.00004608843,0.00006310319,0.0001152373,0.00001786228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002020948,"about_ca_system_score_gemma":0.00002223466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003068985,"about_ca_topic_score_gemma":7.683814e-7,"domain_scores_codex":[0.9988878,0.0002157344,0.0003109554,0.0002028542,0.000248666,0.0001339397],"domain_scores_gemma":[0.9988757,0.0005751206,0.000175512,0.0002760103,0.0000613183,0.00003637351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006842758,0.000001886155,0.9442081,0.00008216935,0.0005997812,0.00001469589,0.000515056,0.001273093,0.0002417916,0.004746168,0.0007611448,0.04071339],"study_design_scores_gemma":[0.02270232,0.0004560609,0.8235045,0.000307148,0.002136335,0.000009474174,0.0005671935,0.002918677,0.001516809,0.0009559009,0.1446399,0.0002857038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878921,0.00181134,0.0004829817,0.003334074,0.001469784,0.0007923534,0.000004081813,0.00005697735,0.004156294],"genre_scores_gemma":[0.9884201,0.0006214362,0.0001555301,0.0000284174,0.005095762,3.378335e-7,0.000003932186,0.00001443697,0.005660016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1438787,"threshold_uncertainty_score":0.3599636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02246670345178612,"score_gpt":0.2978704391169276,"score_spread":0.2754037356651415,"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."}}