{"id":"W4377157526","doi":"10.1093/ehjopen/oead051","title":"Guideline-directed medical therapies for comorbidities among patients with atrial fibrillation: results from GARFIELD-AF","year":2023,"lang":"en","type":"article","venue":"European Heart Journal Open","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Atrial fibrillation; Internal medicine; Guideline; Diabetes mellitus; Hazard ratio; Cardiology; Medical therapy; Heart failure; Confidence interval; Pathology","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":[0.001388666,0.0002910727,0.0005683508,0.001026673,0.0003667745,0.0009523015,0.0004317309,0.0004876827,0.001335126],"category_scores_gemma":[0.00486939,0.0001752837,0.0009734358,0.001650249,0.0001941165,0.000620221,0.0005949892,0.000603198,0.0001974817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003905596,"about_ca_system_score_gemma":0.0007290992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007838842,"about_ca_topic_score_gemma":0.0153649,"domain_scores_codex":[0.9988756,0.0002531396,0.0001791735,0.0003099861,0.0002427053,0.0001393847],"domain_scores_gemma":[0.9965951,0.0006440096,0.001825709,0.0002193976,0.0003326221,0.0003832041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002701067,0.00004412416,0.9968688,0.00003458108,0.0001067166,0.00002271733,0.00005838125,0.00002098821,0.00004224974,0.0000142228,0.0001789659,0.002338291],"study_design_scores_gemma":[0.0000382869,0.0001402806,0.9989361,0.00003539302,0.0001321583,0.0001266373,0.0001442486,0.0001068433,0.0000246509,0.00002455845,0.0002858659,0.000004943415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961951,0.001547156,0.00006813508,0.0001469472,0.0000169601,0.00001821567,0.001329417,0.000004618904,0.0006735094],"genre_scores_gemma":[0.9976403,0.0004277571,0.0001076796,0.0001276234,0.00004564424,0.00001768607,0.001498822,0.000001941811,0.0001325756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007838842,"threshold_uncertainty_score":0.01558644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1145264113019663,"score_gpt":0.3706150894566441,"score_spread":0.2560886781546778,"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."}}