{"id":"W4413054938","doi":"10.1007/s00125-025-06506-3","title":"Diabetes in four dialects: a global call for equity across lived, loved, learned and laboured experiences","year":2025,"lang":"en","type":"letter","venue":"Diabetologia","topic":"Diabetes Management and Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Diabetes Canada","funders":"","keywords":"Human physiology; Equity (law); Diabetes mellitus; Medicine; Psychology; History; Political science; 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":[0.004104484,0.000393031,0.0008141607,0.0004269136,0.01342049,0.006469598,0.001039893,0.02202789,0.01144799],"category_scores_gemma":[0.008208789,0.0003971058,0.0005562288,0.0005770939,0.006360932,0.007767324,0.009481811,0.02823709,0.0012367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004986086,"about_ca_system_score_gemma":0.01092148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02195851,"about_ca_topic_score_gemma":0.05653207,"domain_scores_codex":[0.9965656,0.001312631,0.0002129393,0.0002106568,0.0003876036,0.001310526],"domain_scores_gemma":[0.9909825,0.002689362,0.0004817872,0.0002068039,0.0006393252,0.005000238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004481706,0.0004378949,0.0193732,0.0004220384,0.0000694269,0.02608148,0.08375842,0.00008861774,0.002502064,0.05163984,0.737515,0.07766379],"study_design_scores_gemma":[0.0002146705,0.0001916295,0.01196206,0.001168298,0.00005145076,0.01138664,0.2129124,0.0001893146,0.0004303776,0.02815939,0.7331811,0.0001526558],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01580163,0.002001364,0.0001195132,0.9669379,0.005839517,0.0000158995,0.00002053678,0.000008944507,0.009254621],"genre_scores_gemma":[0.1081345,0.002212988,0.0003649835,0.8675467,0.005812888,0.00006828921,0.00001810689,0.00004154891,0.01580002],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02202789,"threshold_uncertainty_score":0.04366136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06443827618261008,"score_gpt":0.3774121187962798,"score_spread":0.3129738426136698,"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."}}