{"id":"W4387599318","doi":"10.1136/bmjmed-2023-000651","title":"Multinational patterns of second line antihyperglycaemic drug initiation across cardiovascular risk groups: federated pharmacoepidemiological evaluation in LEGEND-T2DM","year":2023,"lang":"en","type":"article","venue":"BMJ Medicine","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"U.S. National Library of Medicine; National Institute of General Medical Sciences; National Human Genome Research Institute; National Heart, Lung, and Blood Institute; National Institutes of Health; Wellcome Trust; U.S. Department of Veterans Affairs","keywords":"Metformin; Medicine; Type 2 Diabetes Mellitus; Pharmacoepidemiology; Type 2 diabetes; Diabetes mellitus; Pharmacology; Sitagliptin; Vildagliptin; Internal medicine; Dipeptidyl peptidase-4; Drug; Endocrinology; Medical prescription","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":[0.003680517,0.0002621183,0.0003722553,0.002104703,0.000284022,0.0007984073,0.000774758,0.000385078,0.0007676723],"category_scores_gemma":[0.007867516,0.0002059228,0.0009196663,0.003978121,0.000274429,0.0005846273,0.001400391,0.0004152135,0.0001261596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008677974,"about_ca_system_score_gemma":0.0007506268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03185201,"about_ca_topic_score_gemma":0.03290034,"domain_scores_codex":[0.9979364,0.0008811049,0.0003113399,0.0003734188,0.0002951738,0.0002026503],"domain_scores_gemma":[0.9928557,0.0009085284,0.004407342,0.0005424859,0.0007643408,0.000521635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001177638,0.00001367651,0.998924,0.000009446014,0.00007503415,0.00002007094,0.00002736589,0.00006171752,0.00003675887,0.000008548285,0.00007958481,0.0006260439],"study_design_scores_gemma":[0.00001825521,0.00005302979,0.9991366,0.000007667921,0.00004186078,0.00008575008,0.0001080781,0.0003620533,0.00005476999,0.000009653851,0.0001192566,0.000003037247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996627,0.0001925447,0.0001008075,0.00006322946,0.000003856257,0.00001950513,0.002752129,0.000005018324,0.0002360319],"genre_scores_gemma":[0.9955284,0.0001035937,0.0002588735,0.00005554302,0.000007477507,0.00002618338,0.003911439,0.000002160289,0.0001063493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03185201,"threshold_uncertainty_score":0.06333321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08371541989353905,"score_gpt":0.4010193193624689,"score_spread":0.3173038994689299,"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."}}