{"id":"W4417442380","doi":"10.1007/s00125-025-06629-7","title":"Equity, Diversity and Inclusion is essential for rigorous science and good for health","year":2025,"lang":"en","type":"editorial","venue":"Diabetologia","topic":"Sex and Gender in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario","funders":"","keywords":"Inclusion (mineral); Diversity (politics); Human physiology; MEDLINE; 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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.04039389,0.005996238,0.008008528,0.007014499,0.0107613,0.02291166,0.005627164,0.05003962,0.01530222],"category_scores_gemma":[0.1179767,0.002465838,0.004830457,0.003387347,0.01104233,0.01142945,0.005866704,0.04925182,0.009312582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009466253,"about_ca_system_score_gemma":0.01455502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004504474,"about_ca_topic_score_gemma":0.01740168,"domain_scores_codex":[0.9654816,0.01031255,0.00468457,0.002610133,0.01513206,0.001779173],"domain_scores_gemma":[0.8389359,0.09510046,0.007324586,0.004468797,0.04052944,0.01364084],"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":[0.00001932794,0.00001312157,0.00002095846,0.0004036054,0.00003285213,0.00004987586,0.00005830378,0.00001307604,0.00001920472,0.0009545871,0.9938071,0.004607874],"study_design_scores_gemma":[0.000116152,0.00003235632,0.0002625339,0.002515001,0.0001519801,0.0001758489,0.0003113692,0.0001456644,0.00005680542,0.007168337,0.9890118,0.00005213703],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000009648851,0.004727196,0.00006803303,0.05061173,0.9439844,0.00001214089,0.00001644589,0.00001585657,0.0005545207],"genre_scores_gemma":[0.0002136701,0.002452363,0.00009806525,0.02771266,0.9672315,0.00002851495,0.000007817813,0.00001855981,0.00223682],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9943728,"threshold_uncertainty_score":0.2136258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04458960102214934,"score_gpt":0.4078528972989577,"score_spread":0.3632632962768084,"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."}}