{"id":"W4407931352","doi":"10.1016/s2213-8587(25)00029-4","title":"Type 1 diabetes screening: need for ethical, equity, and health systems perspective","year":2025,"lang":"en","type":"letter","venue":"The Lancet Diabetes & Endocrinology","topic":"Diabetes Management and Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"Direktion für Entwicklung und Zusammenarbeit","keywords":"Medicine; Perspective (graphical); Equity (law); Type 2 diabetes; MEDLINE; Diabetes mellitus; Health equity; Family medicine; Nursing; Endocrinology; Public health","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":[0.03509552,0.0009147406,0.002765476,0.001465567,0.01170616,0.01571907,0.003759066,0.1249144,0.01416362],"category_scores_gemma":[0.1314349,0.001136578,0.002048251,0.001171665,0.02153892,0.01579651,0.008199167,0.1072725,0.004613807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01297591,"about_ca_system_score_gemma":0.03613783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01380324,"about_ca_topic_score_gemma":0.02155045,"domain_scores_codex":[0.9678934,0.01445613,0.00223945,0.002298194,0.007941062,0.005171854],"domain_scores_gemma":[0.8248324,0.1164107,0.005652637,0.003298818,0.01633969,0.03346564],"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":[0.00005555544,0.00008028912,0.0005319701,0.0001161436,0.00003701231,0.0006152855,0.0006560211,0.00006569044,0.0001196814,0.03004602,0.956167,0.01150941],"study_design_scores_gemma":[0.0003612797,0.00009665133,0.00182732,0.001768497,0.00006652404,0.001316628,0.005592803,0.0005648049,0.0001681705,0.1451359,0.8429004,0.0002009507],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006433966,0.0005130652,0.00002530901,0.9965008,0.002328075,0.000001293898,0.000004341454,0.000002610788,0.0005600387],"genre_scores_gemma":[0.003058689,0.0004920248,0.0001357035,0.9823127,0.01303727,0.0000171338,0.000006768261,0.000008167842,0.0009314608],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1249144,"threshold_uncertainty_score":0.1856051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1328999182602109,"score_gpt":0.4174519800715645,"score_spread":0.2845520618113535,"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."}}