{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002460374,0.000201455,0.0004689031,0.0001882652,0.0001642822,0.00001852955,0.0001653792,0.00003659717,0.0002165409],"category_scores_gemma":[0.00002483057,0.0001677704,0.00001447061,0.0007431008,0.00008401695,0.0002010277,0.0001473563,0.0002452239,0.000004751473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005679368,"about_ca_system_score_gemma":0.0004387819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00508864,"about_ca_topic_score_gemma":0.003324061,"domain_scores_codex":[0.9979342,0.0001400882,0.0005119764,0.0005651754,0.0005688326,0.0002797708],"domain_scores_gemma":[0.9989281,0.0000664317,0.0004185847,0.0003364572,0.0001161964,0.0001342785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001809703,0.0008297118,0.9763551,0.00043894,0.00002308451,0.000002425096,0.01026582,0.00001147613,0.0001375973,0.00004212173,0.00005194711,0.01166085],"study_design_scores_gemma":[0.002227488,0.008920599,0.9686157,0.0008157412,0.00004653457,0.00001982017,0.01697931,0.001951316,0.0001130362,0.00003281129,0.00009012136,0.0001875278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970868,0.0007194975,0.00004724184,0.0001567641,0.00005186313,0.001635551,0.000009148721,0.00002410337,0.0002690192],"genre_scores_gemma":[0.998394,0.0003034918,0.0001542662,0.0002505973,0.000008972178,0.0006786295,0.00007079908,0.00001197078,0.0001272743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01147332,"threshold_uncertainty_score":0.7692535,"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."}}