{"id":"W4401517027","doi":"10.1136/openhrt-2024-002720","title":"Sex-specific association of cardiovascular drug doses with adverse outcomes in atrial fibrillation","year":2024,"lang":"en","type":"article","venue":"Open Heart","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"MicroPort; Daiichi Sankyo Europe; Bayer; Servier; Pfizer; Schweizerische Akademie der Medizinischen Wissenschaften; Schweizerische Herzstiftung; Biosense Webster; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; ZOLL Medical Corporation; Daiichi-Sankyo; McMaster University; Claret Medical; Hamilton Health Sciences; Universität Basel; Boston Scientific Corporation; Sanofi; Bristol-Myers Squibb; AstraZeneca; Boehringer Ingelheim; Amgen; Heart Foundation; Foundation for Cardiovascular Research; National Science Foundation","keywords":"Atrial fibrillation; Medicine; Drug; Internal medicine; Cardiology; Adverse effect; Association (psychology); Pharmacology; Psychology","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":[0.000794933,0.0001068383,0.0005114488,0.0001601829,0.00003204027,0.00005796587,0.00005620098,0.00005441617,0.0001685284],"category_scores_gemma":[0.00007158225,0.00008164072,0.0003396033,0.0003554576,0.00001365132,0.0002870409,0.00006015494,0.00007594154,0.00007836091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001475549,"about_ca_system_score_gemma":0.00006700076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002672641,"about_ca_topic_score_gemma":0.00003703639,"domain_scores_codex":[0.9988162,0.00008394078,0.0003057245,0.0002317569,0.0004253796,0.0001370211],"domain_scores_gemma":[0.9994076,0.0002189277,0.00005364116,0.0002339878,0.00004931982,0.00003647518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002184976,0.000002719346,0.9892625,0.00008032547,0.0006083991,0.0000112538,0.0002720322,0.002055968,0.00005788321,0.0003913006,0.002282579,0.004756524],"study_design_scores_gemma":[0.002435032,0.00007731823,0.3378271,0.0001498611,0.0002547287,0.000003086458,0.0002085228,0.0003294555,0.0002964701,0.0000607153,0.6582319,0.0001258121],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821142,0.002044365,0.00007974311,0.005783014,0.0006377526,0.001833908,0.00001179349,0.0000801577,0.007415096],"genre_scores_gemma":[0.983509,0.000232163,0.000808041,0.00003198061,0.0006463422,0.000001995424,0.00003559843,0.00002104995,0.01471382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6559493,"threshold_uncertainty_score":0.3329212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04097395588041948,"score_gpt":0.3209117434195325,"score_spread":0.2799377875391131,"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."}}