{"id":"W4312190384","doi":"10.15277/bjd.2022.386","title":"use of HbA1c for new diagnosis of diabetes in those with hyperglycaemia on admission to or attendance at hospital urgently requires research","year":2022,"lang":"en","type":"article","venue":"British Journal of Diabetes","topic":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Diabetes UK; University Hospitals Birmingham NHS Foundation Trust","keywords":"Medicine; Diabetes mellitus; Audit; Attendance; Ethnic group; Population; Emergency department; Emergency medicine; Family medicine; Pediatrics; Environmental health; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01455461,0.0002375315,0.001095112,0.003808713,0.0006763261,0.003087112,0.001326562,0.001502754,0.008332917],"category_scores_gemma":[0.0642519,0.0003491656,0.001862238,0.007713645,0.001009606,0.003397313,0.0008631916,0.003146954,0.001870964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002308582,"about_ca_system_score_gemma":0.004831904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02216051,"about_ca_topic_score_gemma":0.02550459,"domain_scores_codex":[0.9891265,0.005077633,0.002210329,0.0007840544,0.002214965,0.0005864615],"domain_scores_gemma":[0.9196557,0.04402649,0.01835313,0.002492728,0.01366976,0.001802332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008622272,0.0005143051,0.3217075,0.03282624,0.001253147,0.0007728473,0.003144509,0.0002397866,0.0004132142,0.003986575,0.06492845,0.5693513],"study_design_scores_gemma":[0.0002023596,0.001036862,0.6548207,0.1227816,0.002078999,0.002266065,0.01086006,0.0004097776,0.0007570136,0.005139626,0.1994719,0.000175025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.07093501,0.80603,0.001024839,0.08461002,0.004035224,0.0003074775,0.003769171,0.00003367497,0.02925456],"genre_scores_gemma":[0.341104,0.6261961,0.004024232,0.01693214,0.005217524,0.0003398919,0.002829272,0.00005490664,0.003301864],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02216051,"threshold_uncertainty_score":0.07697302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07289000002853044,"score_gpt":0.3416823231329594,"score_spread":0.2687923231044289,"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."}}