{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005356108,0.0002919423,0.0004719383,0.0008421603,0.00031112,0.0006657401,0.0003184501,0.0003517994,0.00138544],"category_scores_gemma":[0.003568133,0.0002146613,0.0003207735,0.001368141,0.0002663009,0.0004091105,0.0005299819,0.0005168176,0.0002483309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002138176,"about_ca_system_score_gemma":0.0002463268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001636841,"about_ca_topic_score_gemma":0.001984714,"domain_scores_codex":[0.9992878,0.0001488026,0.0001355447,0.0001875109,0.0001557193,0.00008469464],"domain_scores_gemma":[0.9947081,0.001103793,0.003051798,0.000335887,0.0003295017,0.0004708767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001935234,0.00002229032,0.9979383,0.00001447381,0.00002516742,0.00009857983,0.00005578079,0.0000233689,0.0001511002,0.000005739643,0.00003531881,0.00143636],"study_design_scores_gemma":[0.000003628384,0.0001060767,0.9992858,0.000005094201,0.00001029511,0.0003220421,0.00004890459,0.00007992501,0.0000376931,0.000007589577,0.00009068193,0.000002384837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987504,0.0004546834,0.0001188772,0.00001575248,0.00000743517,0.00001305798,0.0003546617,0.000002774324,0.0002823957],"genre_scores_gemma":[0.9989046,0.0002160776,0.0001811921,0.00001643243,0.00003608144,0.00001596481,0.0005191995,0.000002239979,0.0001082069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001636841,"threshold_uncertainty_score":0.004634798,"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."}}