{"id":"W4407722870","doi":"10.1089/dia.2024.0609","title":"FRONTIER—FreeStyle Libre System Use in Ontario Among People with Diabetes Mellitus in the IC/ES Database—Evidence from Real-World Practice: Patients Using Intensive Insulin","year":2025,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Abbott (Canada); Diabetes Canada; Montreal Clinical Research Institute; Western University","funders":"","keywords":"Medicine; Diabetes mellitus; Frontier; Insulin; Intensive care medicine; Pediatrics; Database; 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":[0.001238035,0.0003968253,0.0006515877,0.002007078,0.001468597,0.001461659,0.00164588,0.0005719303,0.003367321],"category_scores_gemma":[0.007764033,0.0004533332,0.001619513,0.007700054,0.0005481338,0.0008736032,0.001410782,0.0005847029,0.0003241437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01418168,"about_ca_system_score_gemma":0.01931279,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9616248,"about_ca_topic_score_gemma":0.9686669,"domain_scores_codex":[0.9978821,0.0003294567,0.0003459212,0.0003292126,0.0006759561,0.0004373542],"domain_scores_gemma":[0.9883786,0.0008851858,0.005825914,0.0005412663,0.003075418,0.001293548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002771179,0.00003088823,0.9941694,0.0003739397,0.0002610658,0.00003974529,0.0002734089,0.00004646433,0.00002257606,0.00005081391,0.00255438,0.001900296],"study_design_scores_gemma":[0.00006185947,0.00003241339,0.9976757,0.0002396526,0.0001850847,0.00002960499,0.0005160054,0.0001300482,0.00001079171,0.00001585209,0.001093412,0.00000953351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9053095,0.006654516,0.0001267477,0.001060033,0.00005346294,0.0002528378,0.08100843,0.00002257638,0.005511968],"genre_scores_gemma":[0.9800653,0.002165058,0.0002017229,0.0003693989,0.00004029086,0.0001324708,0.0163518,0.000007085107,0.0006668746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0383752,"threshold_uncertainty_score":0.1028957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03161113194142118,"score_gpt":0.2925938624604259,"score_spread":0.2609827305190047,"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."}}