{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003924826,0.0001900509,0.0004655693,0.00006768594,0.00008708603,0.00001392565,0.00009241757,0.00009827791,0.002785133],"category_scores_gemma":[0.0011606,0.0001569475,0.00004394691,0.0002815023,0.0001110963,0.00005994126,0.00002783592,0.0001740854,0.00006845433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009057617,"about_ca_system_score_gemma":0.0001265877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002305303,"about_ca_topic_score_gemma":0.00001578448,"domain_scores_codex":[0.9984271,0.00006310377,0.0004093512,0.0003909891,0.0003877987,0.000321641],"domain_scores_gemma":[0.9984945,0.0002456727,0.0001701623,0.0003046601,0.0004937683,0.0002912441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003395364,0.0009525931,0.6173854,0.001966467,0.0005718609,0.00007775078,0.001183493,0.000004865564,0.1062073,0.000358471,0.1084337,0.1625185],"study_design_scores_gemma":[0.03488254,0.007002744,0.7321963,0.01276788,0.001375707,0.00005680409,0.001127938,0.01842677,0.05187282,0.001914006,0.1372751,0.001101357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760926,0.01116675,0.001914113,0.008485787,0.0007919914,0.0008602547,0.0000224061,0.00008728047,0.0005788447],"genre_scores_gemma":[0.9792944,0.006210205,0.0002708852,0.008893824,0.0004210547,0.000199309,0.0003802055,0.00002932418,0.00430077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1614172,"threshold_uncertainty_score":0.9981264,"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."}}