{"id":"W3130561511","doi":"10.34067/kid.0007082020","title":"Opportunities To Improve Diabetes Care in the Hemodialysis Unit: A Cohort Study in Ontario, Canada","year":2021,"lang":"en","type":"article","venue":"Kidney360","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Kingston Health Sciences Centre; St Joseph's Health Care; Lawson Health Research Institute; Western University","funders":"Western University; Ontario Ministry of Health and Long-Term Care; Kidney Foundation of Canada; Diabetes Canada; Canadian Society of Nephrology; Institute for Clinical Evaluative Sciences; Schulich School of Medicine and Dentistry; Academic Medical Organization of Southwestern Ontario; Canadian Institutes of Health Research; Lawson Health Research Institute","keywords":"Medicine; Diabetes mellitus; Hemodialysis; Population; Glycemic; Diabetic retinopathy; Retinopathy; Logistic regression; Cohort; Retrospective cohort study; Pediatrics; Emergency medicine; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002968079,0.000202963,0.0004640799,0.0001411021,0.0000610824,0.00004268306,0.0001692862,0.00005326072,0.0006579747],"category_scores_gemma":[0.0004949654,0.000161079,0.00007870324,0.0003946686,0.00002815074,0.0000569725,0.00009263342,0.0003010834,0.00001483896],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001048737,"about_ca_system_score_gemma":0.01297731,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8784384,"about_ca_topic_score_gemma":0.9970514,"domain_scores_codex":[0.9981723,0.0001535622,0.0003376803,0.0003884913,0.0005022088,0.0004457367],"domain_scores_gemma":[0.9985874,0.0001398199,0.00003841102,0.0006438052,0.0001472229,0.0004433536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002591628,0.0003254446,0.9820497,0.00006531525,0.00009420307,0.0007941037,0.005907672,0.000007519924,0.0001217393,0.000008565878,0.009737302,0.0008624967],"study_design_scores_gemma":[0.001953997,0.0001785258,0.9202245,0.0001004863,0.0002463256,0.000001956113,0.04067623,0.00002021752,0.0005596711,0.00001773323,0.0358245,0.000195876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835231,0.0004220885,1.299995e-7,0.00330438,0.0001737149,0.0009510386,0.000107027,0.00001590897,0.01150263],"genre_scores_gemma":[0.985992,0.000008616983,0.0000162062,0.01207286,0.00007046803,0.0002870313,0.0003180963,0.00001903076,0.001215748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1186129,"threshold_uncertainty_score":0.9926182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01986379879924725,"score_gpt":0.2479895462661214,"score_spread":0.2281257474668741,"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."}}