{"id":"W2802498945","doi":"10.1111/dom.13346","title":"Time trends and geographical variation in prescribing of drugs for diabetes in England from 1998 to 2017","year":2018,"lang":"en","type":"article","venue":"Diabetes Obesity and Metabolism","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Foundation; Medical Research Council; National Institute for Health and Care Research; Medical Research Council Canada; Wellcome Trust","keywords":"Medicine; Metformin; Medical prescription; Diabetes mellitus; Drug; Type 2 diabetes; Drug class; Clinical trial; Pharmacology; Internal medicine; Endocrinology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001399361,0.0002511724,0.0005207207,0.002319245,0.0002668285,0.0009774459,0.0007341796,0.000395035,0.003263873],"category_scores_gemma":[0.01343371,0.0003365847,0.0008446428,0.004815626,0.0003986178,0.001378136,0.001391422,0.0006276706,0.0006542061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002378067,"about_ca_system_score_gemma":0.001207849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1692635,"about_ca_topic_score_gemma":0.1513737,"domain_scores_codex":[0.9970775,0.0005067308,0.0008903717,0.0006702777,0.0005267561,0.0003283551],"domain_scores_gemma":[0.9837982,0.001956522,0.009914995,0.0004819611,0.003067368,0.0007809084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001939975,0.00001783457,0.9861836,0.0004323564,0.0002592453,0.0001957125,0.001195686,0.0004814075,0.0001776439,0.000388956,0.003587986,0.006885504],"study_design_scores_gemma":[0.00000663123,0.00002884764,0.9964675,0.000116512,0.00003357106,0.0001722865,0.0005210881,0.0002842252,0.0000566654,0.00004477556,0.002257923,0.000010072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9419446,0.005678838,0.0005629316,0.002057889,0.00006861168,0.00004543734,0.04638395,0.0000495759,0.003208211],"genre_scores_gemma":[0.981796,0.001992075,0.0004451376,0.0002567541,0.00006244376,0.00006195322,0.01464669,0.00001929325,0.0007195007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1692635,"threshold_uncertainty_score":0.3365566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008734570265024708,"score_gpt":0.2298333503780905,"score_spread":0.2210987801130658,"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."}}