{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007648486,0.0004194353,0.0008030116,0.001435374,0.0001531238,0.0001719797,0.0008087583,0.0003270299,0.00001191681],"category_scores_gemma":[0.0004372692,0.000296925,0.00007907534,0.002701456,0.0005307819,0.000816871,0.0004990082,0.001456819,0.00001024931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006779586,"about_ca_system_score_gemma":0.000295323,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01307529,"about_ca_topic_score_gemma":0.1329598,"domain_scores_codex":[0.9968182,0.0003300996,0.0006337339,0.0007387429,0.0005593385,0.0009199068],"domain_scores_gemma":[0.9964591,0.001331422,0.0002824416,0.001340949,0.0005236851,0.00006238023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001761927,0.0004520857,0.9915072,0.0001809061,0.0005428005,0.00004573744,0.0008636426,0.00001981777,0.0005161868,0.0002886047,0.0001489297,0.005257835],"study_design_scores_gemma":[0.002297614,0.0004071218,0.978492,0.004078455,0.0007948706,2.275591e-7,0.004382985,0.003762975,0.002390529,0.000185794,0.002869378,0.0003380996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922286,0.002751278,0.00004418943,0.002455834,0.0002078972,0.001816829,0.00002433172,0.0001874223,0.0002836493],"genre_scores_gemma":[0.9954662,0.0003058791,0.00197153,0.001551272,0.00002471868,0.0001956992,0.0001492652,0.00005075461,0.0002847039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1198845,"threshold_uncertainty_score":0.9999483,"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."}}