{"id":"W4313855017","doi":"10.7326/m22-2904","title":"Diabetes Management in Chronic Kidney Disease: Synopsis of the KDIGO 2022 Clinical Practice Guideline Update","year":2023,"lang":"en","type":"article","venue":"Annals of Internal Medicine","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":236,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Monash University; Chinese University of Hong Kong; Rijksuniversiteit Groningen; University of Leicester; Steno Diabetes Center Copenhagen; Universitair Medisch Centrum Groningen; Northwest Kidney Centers; University of Sydney; Johns Hopkins University; University of Washington; Flinders University; Cleveland Clinic Foundation; Cleveland Clinic; University of Minnesota; U.S. Department of Veterans Affairs","keywords":"Medicine; Guideline; Kidney disease; Clinical Practice; Intensive care medicine; Diabetes mellitus; Disease management; Disease; Internal medicine; Pathology; Physical therapy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00187661,0.0001985655,0.0006002906,0.0003319595,0.00002235933,0.000004427001,0.0003553267,0.00004573931,0.000440885],"category_scores_gemma":[0.002050073,0.0001217215,0.0002301975,0.0007306242,0.0002578108,0.0001015881,0.0003675928,0.0002012827,0.00005525997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005456539,"about_ca_system_score_gemma":0.00008689237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007405308,"about_ca_topic_score_gemma":0.000007410686,"domain_scores_codex":[0.997183,0.0001316401,0.001274245,0.0003190589,0.0007327705,0.000359308],"domain_scores_gemma":[0.9981077,0.0002735235,0.0004595685,0.0006520022,0.000248871,0.0002583361],"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":[0.0005871762,0.0006128519,0.08614298,0.0007663735,0.001776349,0.0002768135,0.00008095507,0.00002808066,0.0003171742,0.001653606,0.8455242,0.06223345],"study_design_scores_gemma":[0.004928591,0.001464151,0.2038282,0.00480809,0.001199398,0.000001884492,0.0003194418,0.001458346,0.001438789,0.0008044874,0.7795818,0.0001668021],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6125023,0.00793368,0.00005807343,0.3342255,0.002049863,0.001969505,0.00006993699,0.0001108428,0.04108021],"genre_scores_gemma":[0.9360352,0.01259359,0.0003941917,0.03876139,0.0006449313,0.00009229124,0.0001563433,0.00004832451,0.01127379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3235328,"threshold_uncertainty_score":0.4963657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04645045197266437,"score_gpt":0.4036096051662986,"score_spread":0.3571591531936342,"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."}}