{"id":"W3129415548","doi":"10.1001/jamacardio.2021.0038","title":"Screening for Atrial Fibrillation in the Older Population","year":2021,"lang":"en","type":"article","venue":"JAMA Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":186,"is_retracted":false,"has_abstract":true,"ca_institutions":"Southlake Regional Health Center; Manna Research; Population Health Research Institute; McMaster University; Women's College Hospital; Libin Cardiovascular Institute of Alberta; Glenrose Rehabilitation Hospital; University of Calgary; Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Interquartile range; Atrial fibrillation; Stroke (engine); Asymptomatic; Internal medicine; Blood pressure; Randomized controlled trial; Population; Pediatrics; Emergency medicine; Physical therapy; Cardiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004259073,0.0000624793,0.000238796,0.00006375541,0.00005130969,0.00001931514,0.00002813548,0.000102093,0.00002167302],"category_scores_gemma":[0.0005076992,0.0000462139,0.0002615225,0.0001639956,0.00001101304,0.00006306357,0.00001948284,0.00006026739,0.000004729452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002171874,"about_ca_system_score_gemma":0.00001690829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001643254,"about_ca_topic_score_gemma":0.000009291296,"domain_scores_codex":[0.999283,0.0001359682,0.0002001548,0.0001516368,0.0001033025,0.00012595],"domain_scores_gemma":[0.9993733,0.0003572127,0.00005034644,0.0001510344,0.0000529439,0.00001518709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002321097,2.680517e-7,0.9496906,0.00002136726,0.00006838249,0.00001613228,0.00009782697,0.00401263,0.00008242355,0.00335414,0.0009873011,0.04143677],"study_design_scores_gemma":[0.002216007,0.00003723264,0.9254769,0.0000112482,0.0000925788,0.00003729881,0.0001796206,0.001330006,0.00001280735,0.0005126268,0.07004186,0.00005180996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9482227,0.0006750327,0.020659,0.02592053,0.000812027,0.001094511,0.000007670814,0.00004862975,0.002559877],"genre_scores_gemma":[0.9909301,0.00002853637,0.001607913,0.0003771409,0.006328941,0.000002268897,0.0003416924,0.000007803467,0.0003756042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06905456,"threshold_uncertainty_score":0.1884548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0752460040678918,"score_gpt":0.3575968104895265,"score_spread":0.2823508064216347,"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."}}