{"id":"W4416584917","doi":"10.1016/j.jcjd.2025.08.003","title":"Diabetes Canada Methods: 2025 GRADE Transformation","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Diabetes Canada","keywords":"Guideline; Grading (engineering); Trustworthiness; Diabetes mellitus; Clinical Practice","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01450312,0.001217224,0.00103091,0.004903958,0.002891029,0.009962859,0.003357915,0.002067353,0.2260433],"category_scores_gemma":[0.08230889,0.001398341,0.00270798,0.006416619,0.000792678,0.001535498,0.003210349,0.003984028,0.05817929],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02477027,"about_ca_system_score_gemma":0.1189622,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7172534,"about_ca_topic_score_gemma":0.821052,"domain_scores_codex":[0.9781103,0.005911224,0.002143441,0.001306108,0.01010323,0.002425698],"domain_scores_gemma":[0.9354803,0.006434058,0.001626357,0.003223392,0.05008136,0.003154526],"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":[0.0001857555,0.00009612204,0.001156624,0.0007695991,0.00006343858,0.00001181378,0.0001655411,0.0002706742,0.00004155962,0.007825368,0.8851616,0.104252],"study_design_scores_gemma":[0.0002987686,0.00003533824,0.004172568,0.00132446,0.0001039856,0.00002022004,0.0002636198,0.0005854388,0.0002371453,0.004475812,0.988422,0.00006063708],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.004355313,0.002372465,0.03491723,0.03990275,0.009221073,0.01169203,0.3691203,0.01396149,0.5144574],"genre_scores_gemma":[0.06193113,0.00381538,0.1973715,0.02393392,0.001475339,0.02813115,0.2012154,0.0101638,0.4719623],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9752297,"threshold_uncertainty_score":0.7561901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09861759811346804,"score_gpt":0.4357475232149937,"score_spread":0.3371299251015257,"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."}}