{"id":"W4285745335","doi":"10.2147/ppa.s362539","title":"Anti-Hyperglycemic Medication Adherence and Health Services Utilization in People with Diabetes: A Longitudinal Study of Alberta’s Tomorrow Project","year":2022,"lang":"en","type":"article","venue":"Patient Preference and Adherence","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta","funders":"Health Canada; Alberta Cancer Foundation; Government of Alberta; Partenariat Canadien Contre Le Cancer; Alberta Health Services","keywords":"Medicine; Diabetes mellitus; Rate ratio; Cohort; Longitudinal study; Health care; Generalized estimating equation; Emergency medicine; Cohort study; Type 2 diabetes; Pediatrics; Population; Internal medicine; Confidence interval; Environmental health; 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":[0.001375324,0.0003880045,0.0003978864,0.001038037,0.002111941,0.001196717,0.001498178,0.000615688,0.001061879],"category_scores_gemma":[0.001697929,0.000419084,0.0006999003,0.003353814,0.0004216394,0.0003998046,0.0008101943,0.001057147,0.0002173301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007750203,"about_ca_system_score_gemma":0.009136211,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9563561,"about_ca_topic_score_gemma":0.9637609,"domain_scores_codex":[0.9990613,0.0001376063,0.00005053916,0.0001232377,0.0003596095,0.0002678531],"domain_scores_gemma":[0.9986841,0.00007554496,0.0002763583,0.0000922262,0.0004780311,0.0003938433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000840811,0.00007027463,0.9971443,0.0000123808,0.00006446832,0.00005132486,0.0002858257,0.0000414499,0.00005693293,0.00003949113,0.0005649815,0.001584433],"study_design_scores_gemma":[0.00001107669,0.00002525506,0.9991032,0.00001735369,0.00003267553,0.00002672546,0.0003734066,0.0001055128,0.0000111886,0.00001110632,0.0002789068,0.000003646277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922602,0.0008460984,0.0001194449,0.000397177,0.00001934651,0.00007833972,0.004400331,0.000009975804,0.001869155],"genre_scores_gemma":[0.9943832,0.0006518572,0.0003100853,0.0002160387,0.0000148138,0.00004455281,0.003247906,0.000004041648,0.00112739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04364389,"threshold_uncertainty_score":0.08780181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1078834299491723,"score_gpt":0.3304123287521106,"score_spread":0.2225288988029383,"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."}}