{"id":"W7116718096","doi":"10.33137/jns.v4i1.43527","title":"Diabetes Mellitus in Canada: An Epidemiologic Analysis on Data from the Canadian Chronic Disease Surveillance System, 2016-2017","year":2025,"lang":"","type":"article","venue":"UTSC s Journal of Natural Sciences","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Diabetes mellitus; Incidence (geometry); Epidemiology; Disease; Population; Public health; Mortality rate; Cumulative incidence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01201524,0.0004501027,0.001877528,0.0008179247,0.0009268383,0.0003020492,0.003814435,0.0001513212,0.00009040777],"category_scores_gemma":[0.004560715,0.0002553194,0.0005803218,0.003229685,0.0008596888,0.0006039537,0.0002192541,0.001243352,0.000008796268],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004594571,"about_ca_system_score_gemma":0.03269405,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.998271,"about_ca_topic_score_gemma":0.9998444,"domain_scores_codex":[0.9925243,0.002197356,0.00141524,0.0009538798,0.001641443,0.001267781],"domain_scores_gemma":[0.9940014,0.001995629,0.0008042984,0.001806367,0.0003575519,0.001034679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001551911,0.00008312955,0.8277749,0.0001483328,0.004256274,0.0006493897,0.00009195664,0.0191914,0.000009150333,0.0001660135,0.007827057,0.1396472],"study_design_scores_gemma":[0.0007312317,0.0001926344,0.9331062,0.001434614,0.001802964,0.000003822121,0.0006459314,0.05612927,0.0000135787,0.0001041863,0.005547503,0.0002880685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.638543,0.3499978,0.000009418722,0.007223089,0.003050509,0.000378039,0.0005613164,0.000005685491,0.0002311653],"genre_scores_gemma":[0.9923798,0.004997105,0.00005567607,0.001240006,0.001154772,0.000004349443,0.0001000191,0.000009250326,0.00005904552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3538368,"threshold_uncertainty_score":0.9999899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03612191065673521,"score_gpt":0.3000840803827219,"score_spread":0.2639621697259867,"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."}}