{"id":"W3161996659","doi":"10.1111/dme.14603","title":"Initiation of four basal insulins and subsequent treatment modification in people treated for type 2 diabetes in the United Kingdom: Changes over the period 2003–2018","year":2021,"lang":"en","type":"article","venue":"Diabetic Medicine","topic":"Diabetes Management and Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Internal medicine; Hazard ratio; Type 2 diabetes; Medical prescription; Poisson regression; Diabetes mellitus; Basal (medicine); Proportional hazards model; Confidence interval; Basal insulin; Insulin glargine; Pharmacoepidemiology; Endocrinology; Population; Insulin; Pharmacology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007342399,0.0001365955,0.0003369808,0.0003160451,0.00005147729,0.00001390628,0.0000851225,0.00006229414,0.00008068084],"category_scores_gemma":[0.0007704139,0.00007139931,0.00002376486,0.001504989,0.0001233557,0.00003183974,0.00002548134,0.0001035147,0.000001569386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008941207,"about_ca_system_score_gemma":0.00007684598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001948767,"about_ca_topic_score_gemma":0.0005749553,"domain_scores_codex":[0.9987617,0.0001878267,0.0002731478,0.0002127248,0.0002970142,0.000267632],"domain_scores_gemma":[0.9990127,0.0003176801,0.00008514876,0.0002994006,0.000236463,0.00004859756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002053803,0.000752572,0.9678753,0.0005966155,0.0001739892,0.00002642176,0.007023106,0.00002281178,0.01013864,0.001163356,0.001349319,0.0106725],"study_design_scores_gemma":[0.005721246,0.001434649,0.9727449,0.0003637447,0.0002187933,9.287413e-7,0.001562189,0.01122317,0.002768189,0.0001762475,0.00369041,0.00009553551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771784,0.0008409139,0.000007347823,0.02037436,0.00009667979,0.001169887,0.000007672173,0.00000902446,0.0003157025],"genre_scores_gemma":[0.9977862,0.0004863977,0.00002626031,0.000713496,0.0001147254,0.0002230243,0.0004054487,0.00001494513,0.0002295425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02060775,"threshold_uncertainty_score":0.2911579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1372765251363381,"score_gpt":0.353565037538057,"score_spread":0.2162885124017189,"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."}}