{"id":"W4295758412","doi":"10.1136/openhrt-2022-002033","title":"Sex differences of vascular brain lesions in patients with atrial fibrillation","year":2022,"lang":"en","type":"article","venue":"Open Heart","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"McMaster University; Schweizerische Herzstiftung; Universität Basel; Foundation for Cardiovascular Research; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Medicine; Atrial fibrillation; Cardiology; Internal medicine; Hyperintensity; Logistic regression; Stroke (engine); Lesion; White matter; Magnetic resonance imaging; Radiology; Surgery","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":[0.000265376,0.00006015778,0.0002522075,0.00009331037,0.00008332631,0.00001466769,0.00006790354,0.00001628661,0.000712821],"category_scores_gemma":[0.00005743486,0.00004767461,0.00007247082,0.0002474257,0.00001538124,0.0000868596,0.0001714971,0.00005340791,0.000005792966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003145732,"about_ca_system_score_gemma":0.0000450524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001938801,"about_ca_topic_score_gemma":0.00001449797,"domain_scores_codex":[0.9991721,0.00009732065,0.0001936107,0.0001359085,0.0003117966,0.00008929305],"domain_scores_gemma":[0.9996369,0.00009503958,0.00006132475,0.0001529291,0.00002373668,0.0000300637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003645203,0.000006187439,0.9961182,0.000009853349,0.00002910257,5.527439e-7,0.0001047228,0.0003882157,0.00001582489,0.0001623349,0.000639579,0.002160889],"study_design_scores_gemma":[0.003248636,0.0004068264,0.9646144,0.00001694365,0.00002830749,2.653736e-7,0.0001176707,0.0001487176,0.00001202171,0.00004862143,0.03129911,0.00005850205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956772,0.00002592067,0.00001109876,0.002122822,0.00007706411,0.0009665815,0.000006539497,0.000008480819,0.001104231],"genre_scores_gemma":[0.9977355,0.000002847479,0.0003419673,0.00009797278,0.0001048915,0.000001625308,0.00006289187,0.000007645451,0.001644658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03150384,"threshold_uncertainty_score":0.780489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05326756635821182,"score_gpt":0.3224231406822105,"score_spread":0.2691555743239987,"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."}}