{"id":"W4387439853","doi":"10.1111/dme.15236","title":"Hospital admissions among people with diabetes: A systematic review","year":2023,"lang":"en","type":"review","venue":"Diabetic Medicine","topic":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Diabetes mellitus; Type 2 diabetes; MEDLINE; Population; Disease; Type 1 diabetes; Pediatrics; Internal medicine; Intensive care medicine; Endocrinology; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007374615,0.001066437,0.01041727,0.0004215413,0.0001491666,0.00002313973,0.0004581614,0.000480561,0.000873862],"category_scores_gemma":[0.006241278,0.0005634676,0.0008323111,0.001439598,0.00031771,0.00006478926,0.0001240273,0.0009780336,0.0005607125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001578607,"about_ca_system_score_gemma":0.0006213491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001742638,"about_ca_topic_score_gemma":0.000005227622,"domain_scores_codex":[0.9943554,0.0002833896,0.002212457,0.0009481568,0.001219237,0.0009812932],"domain_scores_gemma":[0.9947159,0.001249318,0.0007036477,0.001492754,0.0003762942,0.001462097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000006717418,0.0001659625,0.0001780131,0.9853039,0.001196314,0.0002159827,0.0001306578,1.093601e-8,6.114963e-8,0.00003908891,0.006537874,0.006225413],"study_design_scores_gemma":[0.001474986,0.00180082,0.00002155721,0.875716,0.03936829,0.00003902314,0.000068373,0.00001091263,4.934064e-8,0.00001594641,0.0809043,0.0005797055],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007357958,0.9872741,0.000008143511,0.001323687,0.000567272,0.009049395,0.00005704771,0.000320127,0.00132664],"genre_scores_gemma":[0.00007502894,0.9896688,0.0000315577,0.001436996,0.0004373277,0.003415235,0.0008809299,0.0002346923,0.003819397],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1095879,"threshold_uncertainty_score":0.9996817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02842329723567912,"score_gpt":0.3224065354085234,"score_spread":0.2939832381728443,"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."}}