{"id":"W4416093079","doi":"10.1093/europace/euaf280","title":"Wearable Smartwatches for Atrial Fibrillation Detection and Burden Estimation After Ablation: Comparison With Continuous Monitoring","year":2025,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Innovation Council; Vancouver Coastal Health Research Institute; Université de Montréal; Montreal Heart Institute","funders":"Boston Scientific Corporation","keywords":"Wearable computer; Smartwatch; Continuous monitoring; Atrial fibrillation; Wearable technology; Scalability","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":[0.0001637814,0.000109837,0.000215587,0.0001123012,0.0001210251,0.00006777117,0.0000172543,0.00004923523,0.000008743482],"category_scores_gemma":[0.0001477327,0.00009582752,0.00006017317,0.0001888639,0.00002379812,0.0001527982,0.00001826994,0.00005252853,0.000007292492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004108123,"about_ca_system_score_gemma":0.00001944857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002303983,"about_ca_topic_score_gemma":0.000005703106,"domain_scores_codex":[0.9993154,0.00003098275,0.0002076782,0.0001939789,0.0001316458,0.0001203566],"domain_scores_gemma":[0.9995049,0.0001564735,0.0000944424,0.000113709,0.00009540707,0.00003505015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003290896,0.000002065688,0.8727233,0.0002740138,0.0001345511,0.000002422506,0.0003709831,0.01058298,0.001601402,0.00009354437,0.0001116775,0.1108122],"study_design_scores_gemma":[0.006098037,0.0006165612,0.7857919,0.0004231925,0.000736203,0.000008551313,0.0004936007,0.1318092,0.005387971,0.000245299,0.06810416,0.0002853448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8924804,0.001069133,0.1013922,0.002455358,0.0005013706,0.001081692,0.000001418521,0.000137772,0.0008805964],"genre_scores_gemma":[0.9876827,0.00004037065,0.005439395,0.00001298523,0.001270781,0.000004500208,0.000008158977,0.00001443381,0.005526692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1212262,"threshold_uncertainty_score":0.3907733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02750887952678464,"score_gpt":0.3148572243346284,"score_spread":0.2873483448078438,"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."}}