{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004223003,0.0001129087,0.0003695299,0.0002504833,0.00006404913,0.0003051434,0.0003743687,0.000125478,0.00002743598],"category_scores_gemma":[0.0001413644,0.00008840347,0.0000155768,0.0009551709,0.0001696042,0.0002563359,0.002395885,0.0001711058,0.000002644595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004085235,"about_ca_system_score_gemma":0.00004783902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003906248,"about_ca_topic_score_gemma":0.0001106554,"domain_scores_codex":[0.9990529,0.00003831007,0.0001977973,0.0002518657,0.0001004773,0.0003585847],"domain_scores_gemma":[0.9995788,0.0001006546,0.00003417521,0.0002055062,0.00003155813,0.0000493313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001772381,0.00003175114,0.8453053,0.0001157097,0.0000763881,0.00001370435,0.000008960823,0.00001131021,0.000001792345,0.01251119,0.005329425,0.1364172],"study_design_scores_gemma":[0.003596563,0.0001274146,0.9542636,0.0004759725,0.00003430943,4.319155e-7,0.00009115702,0.0008602439,0.000007893254,0.0235866,0.01685996,0.00009590487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9199389,0.003890028,0.000007094342,0.02512462,0.0000913407,0.0007089969,0.000002645422,0.00003515316,0.05020118],"genre_scores_gemma":[0.9936405,0.000685389,0.0001765585,0.001878628,0.00004846883,0.00007405759,0.000008490289,0.000006566118,0.003481373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1363213,"threshold_uncertainty_score":0.3604989,"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."}}