{"id":"W4388862508","doi":"10.1161/strokeaha.123.043665","title":"Atrial Fibrillation Detection and Load: Knowledge Gaps Related to Stroke Prevention","year":2023,"lang":"en","type":"article","venue":"Stroke","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Calgary","funders":"","keywords":"Medicine; Atrial fibrillation; Stroke (engine); Cardiology; Subclinical infection; Internal medicine; Population; Randomized controlled trial","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":[0.02640026,0.0009255295,0.004816426,0.004875397,0.00090602,0.004597251,0.003057395,0.003933692,0.01112854],"category_scores_gemma":[0.1036605,0.001004013,0.002201426,0.005436222,0.002441962,0.007858186,0.002479542,0.005271818,0.001386426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003483954,"about_ca_system_score_gemma":0.01257554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01655836,"about_ca_topic_score_gemma":0.01620787,"domain_scores_codex":[0.989741,0.00501176,0.002405444,0.001132257,0.001239712,0.0004699318],"domain_scores_gemma":[0.7889156,0.1798682,0.01311523,0.002540461,0.0122364,0.003324077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007321824,0.0003117451,0.01899255,0.08495864,0.002795184,0.0002069679,0.001049987,0.0009714078,0.0001203272,0.01607826,0.06361543,0.8101674],"study_design_scores_gemma":[0.0005896387,0.0004899905,0.05866245,0.4790496,0.01168605,0.001256802,0.005205669,0.002986453,0.0002941469,0.1306981,0.3087897,0.0002914244],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001949246,0.9262941,0.0007415084,0.06786554,0.001047391,0.00002439667,0.0006690916,0.00001200796,0.001396676],"genre_scores_gemma":[0.04701526,0.9232748,0.00200789,0.02118382,0.00520611,0.0001747268,0.0009389591,0.00001304178,0.0001852975],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02640026,"threshold_uncertainty_score":0.1396195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0404294144587108,"score_gpt":0.3425368327910728,"score_spread":0.302107418332362,"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."}}