{"id":"W3169580509","doi":"10.1111/dme.14622","title":"First‐line pharmacotherapy for incident type 2 diabetes: Prescription patterns, adherence and associated costs","year":2021,"lang":"en","type":"article","venue":"Diabetic Medicine","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"M.S.I. Foundation","keywords":"Medicine; Metformin; Medical prescription; Pharmacotherapy; Type 2 diabetes; Retrospective cohort study; Regimen; Cohort; Pharmacy; Diabetes mellitus; Health care; Internal medicine; Emergency medicine; Pediatrics; Family medicine; Pharmacology; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001179,0.0003815024,0.0003782845,0.002503676,0.0006473573,0.001389909,0.001125001,0.0004560535,0.001350098],"category_scores_gemma":[0.005182114,0.0003009576,0.0008184598,0.006658377,0.0002903781,0.0004465995,0.0005822387,0.0006799991,0.0001776562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007609697,"about_ca_system_score_gemma":0.007962745,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8645789,"about_ca_topic_score_gemma":0.8928859,"domain_scores_codex":[0.9984868,0.0001926389,0.0001965789,0.0001854297,0.0007444225,0.0001941194],"domain_scores_gemma":[0.994995,0.0004590759,0.002969533,0.0002144167,0.001017855,0.0003440539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001834517,0.00001829166,0.9976227,0.00002759487,0.00008503198,0.00001456548,0.00002015054,0.000254948,0.00001467516,0.0000254995,0.0002976485,0.001600617],"study_design_scores_gemma":[0.000003315937,0.000008689782,0.998574,0.000028576,0.00003430016,0.00004361593,0.00005490032,0.0009056637,0.00002261477,0.00002322341,0.0002977582,0.000003358181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634729,0.002415866,0.0007174552,0.0008051125,0.00002284728,0.00009246569,0.03035021,0.00003943803,0.002083653],"genre_scores_gemma":[0.9847883,0.001156184,0.001312265,0.0001519984,0.00003194466,0.00003658623,0.01203555,0.000006231185,0.00048098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8645789,"threshold_uncertainty_score":0.2724372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05164281721730771,"score_gpt":0.3376839527413557,"score_spread":0.286041135524048,"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."}}