{"id":"W4408745570","doi":"10.1111/dom.16266","title":"<scp>FRONTIER</scp> : <scp>FReeStyle</scp> Libre system use in Ontario among people with diabetes in the <scp>IC</scp> / <scp>ES</scp> database—Evidence from real‐world practice: Patients on basal insulin, glucagon‐like peptide 1 receptor agonist or oral therapies","year":2025,"lang":"en","type":"article","venue":"Diabetes Obesity and Metabolism","topic":"Diabetes Management and Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Abbott (Canada); Diabetes Canada; Montreal Clinical Research Institute; Western University","funders":"Abbott Diabetes Care","keywords":"Medicine; Basal (medicine); Insulin; Basal insulin; Diabetes mellitus; Liraglutide; Type 2 diabetes; Type 2 Diabetes Mellitus; Hypoglycemia; Internal medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007774697,0.0003859368,0.000616496,0.00196107,0.001000746,0.001111677,0.001282646,0.0004046822,0.00384823],"category_scores_gemma":[0.005420452,0.0003839182,0.001028152,0.008034712,0.0004542011,0.0005605769,0.001002362,0.0003602038,0.0004448127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01255945,"about_ca_system_score_gemma":0.01853305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9711866,"about_ca_topic_score_gemma":0.9735218,"domain_scores_codex":[0.998728,0.0001196459,0.0002325642,0.0002060625,0.0005009155,0.0002128954],"domain_scores_gemma":[0.99248,0.0004341256,0.003389115,0.0003501868,0.002419764,0.0009268259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004836,0.00003741352,0.9813508,0.0007519696,0.0003443406,0.00005808679,0.0003242931,0.0001078759,0.00008820392,0.00006854434,0.01267777,0.003707165],"study_design_scores_gemma":[0.00008772696,0.00002627708,0.9971361,0.0001378915,0.0001299511,0.00002560349,0.0002249229,0.0001082234,0.00002781019,0.000009846597,0.002078598,0.00000700484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6313179,0.002701955,0.0001533791,0.0007239354,0.00003981215,0.0004534551,0.35943,0.00003970258,0.005139932],"genre_scores_gemma":[0.881184,0.00157523,0.0004684556,0.0004553465,0.00005061077,0.0004331098,0.1140724,0.00001596271,0.001744716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02881336,"threshold_uncertainty_score":0.09112555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01834633413073169,"score_gpt":0.2501892040016411,"score_spread":0.2318428698709094,"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."}}