{"id":"W4400275417","doi":"10.1093/ehjci/jeae162","title":"Cardiac mechanics and the risk of atrial fibrillation in a community-based cohort of older adults","year":2024,"lang":"en","type":"article","venue":"European Heart Journal - Cardiovascular Imaging","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"National Institutes of Health; Institute for Translational Medicine and Therapeutics; American Heart Association; National Heart, Lung, and Blood Institute; Doris Duke Charitable Foundation","keywords":"Medicine; Atrial fibrillation; Internal medicine; Cardiology; Cohort; Confidence interval; Atrial flutter; Speckle tracking echocardiography; Ventricle; Ejection fraction; Heart failure","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":[0.000843348,0.0005236199,0.0004013098,0.0006474566,0.000476307,0.0006869075,0.0003600024,0.0007795072,0.0007431835],"category_scores_gemma":[0.00237279,0.000365659,0.0004688981,0.000552445,0.000269093,0.00049918,0.0005023209,0.0007194507,0.0001953453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001617237,"about_ca_system_score_gemma":0.0002093423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005106582,"about_ca_topic_score_gemma":0.005503104,"domain_scores_codex":[0.9997115,0.0000680994,0.00003447366,0.00008131626,0.00006153159,0.00004319663],"domain_scores_gemma":[0.9990863,0.0001204994,0.0003748542,0.000124913,0.0001237464,0.0001698106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001230511,0.00004592812,0.9987057,0.000005256415,0.00007669721,0.00002595885,0.00003186717,0.00003632857,0.0001660477,0.000007357194,0.00004357558,0.0007321879],"study_design_scores_gemma":[0.00001099949,0.0001116489,0.999428,0.000003399469,0.00003517048,0.00008598237,0.00003572805,0.0002001298,0.00002003346,0.00002103888,0.00004536842,0.000002423435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993304,0.0001875282,0.00007996601,0.00002949778,0.000004940817,0.000007141206,0.0002046501,0.00000372754,0.0001522841],"genre_scores_gemma":[0.9993832,0.00009687922,0.0001123997,0.00003016193,0.000015986,0.000009527811,0.0002488362,0.000001219889,0.0001016912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005106582,"threshold_uncertainty_score":0.01015371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01169369636203034,"score_gpt":0.246126530131866,"score_spread":0.2344328337698357,"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."}}