{"id":"W4392769277","doi":"10.1016/j.hrthm.2024.03.023","title":"Rethinking stroke prevention for patients with atrial fibrillation","year":2024,"lang":"en","type":"letter","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Population Health Research Institute; McMaster University","funders":"","keywords":"Medicine; Atrial fibrillation; Stroke (engine); Cardiology; Internal medicine","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":[0.0001854051,0.0002647125,0.0004915523,0.0002351526,0.000098292,0.00008428692,0.00002767974,0.0004683319,0.0001138321],"category_scores_gemma":[0.00008998778,0.0002095629,0.0005558686,0.0001402759,0.00002429285,0.0001136543,0.00003692671,0.000452356,0.000128551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000114136,"about_ca_system_score_gemma":0.00009516341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004790622,"about_ca_topic_score_gemma":0.000002255376,"domain_scores_codex":[0.9982907,0.00004333454,0.0003893148,0.0004304713,0.0005655559,0.0002806098],"domain_scores_gemma":[0.9991776,0.0001776187,0.0001658886,0.0002783901,0.0001605398,0.00003992314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005133694,0.00000132247,0.01546194,0.00114719,0.0004003754,0.00002546825,0.00008337289,0.00002537755,0.000001078665,0.00008957866,0.9790888,0.00316214],"study_design_scores_gemma":[0.001875214,0.0005540418,0.003102507,0.0005059144,0.0007902202,0.00002332176,0.000002637737,0.0001715159,0.000004849201,0.0009170531,0.991825,0.0002276677],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0236075,0.0006376706,0.001189823,0.9621421,0.004458274,0.006346002,0.0001425144,0.0004908415,0.0009852668],"genre_scores_gemma":[0.02713852,0.0001549385,0.02731637,0.2715295,0.3163455,0.00004083355,0.02188786,0.0007566563,0.3348298],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6906126,"threshold_uncertainty_score":0.8545727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05003158351133146,"score_gpt":0.3191496132331172,"score_spread":0.2691180297217858,"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."}}