{"id":"W4207071890","doi":"10.2196/27486","title":"Constructing an Adapted Cascade of Diabetes Care Using Inpatient Admissions Data: Cross-sectional Study","year":2022,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Glycemic; Population; Diabetes mellitus; Medical prescription; Cross-sectional study; Health care; Emergency medicine; Pediatrics; Environmental health; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.006700254,0.0005276743,0.0004166506,0.001612679,0.0007886776,0.001257738,0.0009405243,0.000737928,0.001077457],"category_scores_gemma":[0.01676507,0.0006657578,0.00107248,0.002451019,0.0005019641,0.001896833,0.00188363,0.001229384,0.0002672684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001570059,"about_ca_system_score_gemma":0.001528255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02944716,"about_ca_topic_score_gemma":0.02847185,"domain_scores_codex":[0.993929,0.003448424,0.0005800768,0.0008336059,0.0007160937,0.0004927458],"domain_scores_gemma":[0.9910029,0.00216829,0.003332788,0.001377051,0.001302531,0.0008163545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003498975,0.0001434274,0.9982856,0.000008452416,0.00005455908,0.00002397222,0.0003829044,0.0001171051,0.00002389211,0.00002969635,0.0001098093,0.0007854773],"study_design_scores_gemma":[0.00002020038,0.0002650175,0.9933167,0.00001966856,0.00004606966,0.00009928174,0.002010005,0.003798932,0.00006070649,0.00008637402,0.0002633431,0.000013679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988703,0.00002221311,0.0003660451,0.00003589279,0.000003064604,0.0001184223,0.0004519136,0.000004954241,0.0001271982],"genre_scores_gemma":[0.997112,0.00004911035,0.0013137,0.0000501918,0.000007223288,0.0001520153,0.001258164,0.000004460315,0.00005307057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02944716,"threshold_uncertainty_score":0.05855155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06121639539498856,"score_gpt":0.3453733382133458,"score_spread":0.2841569428183572,"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."}}