{"id":"W4413758376","doi":"10.1001/jamanetworkopen.2025.28933","title":"Global Inequities in Diabetes Technology and Insulin Access and Glycemic Outcomes","year":2025,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Diabetes Management and Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Glycemic; Diabetes mellitus; Medicine; Insulin; Internal medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001253839,0.0002476174,0.0002193736,0.0009855039,0.0003622708,0.0009080461,0.0002506182,0.0003110607,0.002690166],"category_scores_gemma":[0.003992214,0.0001093414,0.0003768124,0.002847144,0.0006750206,0.001288371,0.001725773,0.000600601,0.0001378706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000707314,"about_ca_system_score_gemma":0.0005675042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0134349,"about_ca_topic_score_gemma":0.01323925,"domain_scores_codex":[0.9988986,0.0004373678,0.00009551155,0.00018192,0.0001442063,0.000242324],"domain_scores_gemma":[0.9974663,0.0005485604,0.001422456,0.0001460583,0.0001806974,0.0002358386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003311509,0.00002305197,0.9866355,0.00007931559,0.00009409881,0.00005298775,0.0004805765,0.0003091581,0.00004859106,0.001117337,0.001006441,0.01011974],"study_design_scores_gemma":[0.000004062146,0.00003056076,0.9944008,0.0001479035,0.00004379059,0.0001550713,0.001596678,0.0003155254,0.00004873946,0.00109362,0.002155533,0.000007660875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789609,0.004461928,0.000749775,0.004095298,0.00004244492,0.00002069729,0.003708892,0.00001724389,0.007942747],"genre_scores_gemma":[0.9978439,0.0009523485,0.000180438,0.0001971165,0.00002384226,0.00001148064,0.0006884018,0.000003193413,0.00009933583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0134349,"threshold_uncertainty_score":0.02671343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02091470715327957,"score_gpt":0.3570487648953763,"score_spread":0.3361340577420968,"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."}}