{"id":"W3010554184","doi":"10.1016/j.amjcard.2020.01.053","title":"Contemporary Trends in Prescription of Dipeptidyl Peptidase-4 Inhibitors in the Context of US Food and Drug Administration Warnings of Heart Failure Risk","year":2020,"lang":"en","type":"article","venue":"The American Journal of Cardiology","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"Janssen Pharmaceuticals; Baxter Healthcare Corporation; Daiichi-Sankyo; Luitpold Pharmaceuticals; Bayer Fund; Roche; Novartis; Vifor Pharma; Pfizer; AstraZeneca; Bristol-Myers Squibb; Cytokinetics; European Commission; Sanofi; Merck; Abbott Laboratories; National Institutes of Health; Medtronic; Singulex; Boehringer Ingelheim","keywords":"Alogliptin; Medicine; Saxagliptin; Sitagliptin; Medical prescription; Linagliptin; Context (archaeology); Vildagliptin; Metformin; Diabetes mellitus; Heart failure; Internal medicine; Dipeptidyl peptidase-4; Pharmacology; Type 2 diabetes; Endocrinology","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":[0.001146107,0.0001174107,0.000352445,0.001827981,0.0003680745,0.001742233,0.0004407409,0.001471244,0.004787911],"category_scores_gemma":[0.009405048,0.0001733543,0.0004482904,0.004371079,0.0004155324,0.001286082,0.0004363194,0.002187708,0.0006460564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001679453,"about_ca_system_score_gemma":0.001561234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01800136,"about_ca_topic_score_gemma":0.03379823,"domain_scores_codex":[0.9987513,0.0001845117,0.0003182839,0.0002295655,0.0003228666,0.0001934891],"domain_scores_gemma":[0.9878087,0.002312144,0.006837327,0.0001229134,0.001850262,0.001068562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005767266,0.0001890386,0.8905623,0.0005020218,0.0002327864,0.0004375442,0.001056672,0.000450426,0.0009199773,0.004582709,0.02156618,0.07892361],"study_design_scores_gemma":[0.00002945027,0.0001155543,0.9631724,0.0004623906,0.00009402181,0.00110683,0.002279125,0.001052207,0.0002691853,0.000732363,0.03065689,0.00002954817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7693954,0.07888097,0.001171223,0.1125103,0.001676736,0.00002531878,0.008701919,0.0001146069,0.02752366],"genre_scores_gemma":[0.9421207,0.03937676,0.00094684,0.010773,0.002475477,0.00002289362,0.002985367,0.0000365448,0.001262319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01800136,"threshold_uncertainty_score":0.03579319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01479344161172487,"score_gpt":0.2486671332039748,"score_spread":0.2338736915922499,"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."}}