{"id":"W4396966656","doi":"10.1016/j.hrthm.2024.05.028","title":"Heart rate variability and stroke or systemic embolism in patients with atrial fibrillation","year":2024,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Heart Rate Variability and Autonomic Control","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"Servier; Schweizerische Herzstiftung; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Universität Basel; Claret Medical; Foundation for Cardiovascular Research; F. Hoffmann-La Roche; Daiichi Sankyo Europe; Sanofi; AstraZeneca; Bristol-Myers Squibb; Amgen; Pfizer; Boston Scientific Corporation; National Science Foundation","keywords":"Medicine; Atrial fibrillation; Cardiology; Stroke (engine); Internal medicine; Embolism; Embolic stroke; Ischemic stroke; Ischemia","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":[0.001155674,0.0001738043,0.000489479,0.0001239367,0.00005695249,0.00007488718,0.00001798099,0.0001373488,0.0001448314],"category_scores_gemma":[0.000229396,0.0001231928,0.00008353324,0.0002237209,0.00006188437,0.0001765059,0.00002984423,0.0002483402,0.00006135658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001571784,"about_ca_system_score_gemma":0.0004228876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000932378,"about_ca_topic_score_gemma":0.00001944508,"domain_scores_codex":[0.998401,0.0002393962,0.0004173481,0.0004663756,0.0001869987,0.000288812],"domain_scores_gemma":[0.9990138,0.0004529071,0.0000259883,0.0002944939,0.00006778641,0.0001450287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004715507,0.0001958919,0.9573745,0.00318198,0.0003262479,0.000161785,0.001926555,0.001028862,0.003559369,0.001428889,0.0009175354,0.02518288],"study_design_scores_gemma":[0.005275378,0.0007433943,0.9052333,0.0008981531,0.0001195394,0.0005103894,0.00004182605,0.0164395,0.00007947275,0.0001167068,0.07024173,0.0003006196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955105,0.0002337618,0.00008408478,0.002380063,0.0003931646,0.001164969,0.00003837217,0.0001144273,0.00008069885],"genre_scores_gemma":[0.9984444,0.00001240685,0.0003169438,0.00019713,0.0005581495,0.000009789722,0.00002105088,0.00002292735,0.0004172182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06932419,"threshold_uncertainty_score":0.5023659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026061240424544,"score_gpt":0.2492313666498759,"score_spread":0.2389707542456305,"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."}}