{"id":"W4399691048","doi":"10.2337/db24-1923-lb","title":"1923-LB: FRONTIER—Flash Glucose Monitoring System Use in Ontario among Patients with DM in the ICES Database—Evidence from Real-World Practice","year":2024,"lang":"en","type":"article","venue":"Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cohort; Hypoglycemia; Database; Emergency medicine; Index (typography); Gerontology; Pediatrics; Demography; Diabetes mellitus; Internal medicine; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002057546,0.0003429269,0.0005809325,0.001059218,0.0007010965,0.001111547,0.001183001,0.0004426052,0.002317354],"category_scores_gemma":[0.01168795,0.0003633705,0.001269089,0.004026333,0.0005435116,0.0006111964,0.0009598964,0.0004277558,0.0002490672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01154273,"about_ca_system_score_gemma":0.01499504,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9188515,"about_ca_topic_score_gemma":0.9205818,"domain_scores_codex":[0.9975879,0.000428025,0.0003726208,0.0003413791,0.0009237919,0.0003462636],"domain_scores_gemma":[0.989296,0.001284578,0.005054404,0.0006209717,0.002877725,0.0008663547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000981966,0.00005707309,0.9865054,0.0006487914,0.0004927334,0.00003423078,0.0002195221,0.0001253773,0.00004778596,0.00007048339,0.004085495,0.006731152],"study_design_scores_gemma":[0.0002387147,0.00008196066,0.9969047,0.0003097396,0.0003036714,0.0000282025,0.0002330311,0.0003365429,0.00002271063,0.00001833981,0.001509712,0.00001259169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909182,0.008261045,0.0002941258,0.001030369,0.00006311486,0.0004100507,0.07449485,0.00004091287,0.006223621],"genre_scores_gemma":[0.9818078,0.002356095,0.000346561,0.0003224935,0.00004686603,0.0001616154,0.01445771,0.000008330852,0.0004926235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08114851,"threshold_uncertainty_score":0.1632528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03666614145897737,"score_gpt":0.291152954965719,"score_spread":0.2544868135067416,"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."}}