{"id":"W4411395744","doi":"10.1016/j.ekir.2025.06.010","title":"Kidney Disease: Improving Global Outcomes Summit Recommendations on Implementation of Diabetes Management in CKD: From Primary to Data-Driven Collaborative Care","year":2025,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heart Research Centre","funders":"Boehringer Ingelheim; AstraZeneca","keywords":"Summit; Medicine; Primary care; Kidney disease; Diabetes mellitus; Disease management; Disease; Intensive care medicine; Diabetes management; Family medicine; Type 2 diabetes; 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":[0.09661796,0.003200602,0.004757626,0.005476505,0.004788911,0.009434298,0.01290746,0.01364758,0.0111093],"category_scores_gemma":[0.08749031,0.001623374,0.008950762,0.004800361,0.003067277,0.008644129,0.0335391,0.02311958,0.005613807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01416454,"about_ca_system_score_gemma":0.1370779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06563491,"about_ca_topic_score_gemma":0.08218783,"domain_scores_codex":[0.9390609,0.02292322,0.009865451,0.002818421,0.01800437,0.007327609],"domain_scores_gemma":[0.8490678,0.03076596,0.01217852,0.005596815,0.05270782,0.04968307],"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":[0.0002050559,0.0008550062,0.007603988,0.006183469,0.0006177101,0.0001818687,0.001253612,0.0006908267,0.0003472198,0.007097419,0.8024289,0.172535],"study_design_scores_gemma":[0.001164416,0.0008240737,0.0423089,0.05668597,0.001550853,0.0002363644,0.003452804,0.001532313,0.001101566,0.0128046,0.8779095,0.0004286363],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.003004346,0.02493376,0.01214945,0.8882211,0.02711162,0.003845281,0.01311176,0.002484874,0.02513776],"genre_scores_gemma":[0.03261457,0.07933179,0.1742832,0.6183258,0.01510024,0.01472531,0.04397386,0.001509609,0.02013573],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.09661796,"threshold_uncertainty_score":0.5109707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924150951310005,"score_gpt":0.3716737903392263,"score_spread":0.3524322808261263,"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."}}