{"id":"W4409823311","doi":"10.1007/s43678-025-00913-6","title":"A multicenter prospective cohort study evaluating 30-day outcomes after an emergency department visit for hyperglycemia in Canadian adults with type 1 or 2 diabetes","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Victoria Hospital; London Health Sciences Centre; Lawson Health Research Institute; Western University","funders":"Academic Medical Organization of Southwestern Ontario; London Health Sciences Centre","keywords":"Medicine; Emergency department; Prospective cohort study; Diabetic ketoacidosis; Diabetes mellitus; Emergency medicine; Glycemic; Retrospective cohort study; Pediatrics; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00128379,0.0004967514,0.0004555062,0.001301088,0.002464779,0.0008468057,0.0008971436,0.0004722587,0.001588485],"category_scores_gemma":[0.00217545,0.0004142778,0.0006903968,0.002947225,0.0004663728,0.0005819374,0.0007433808,0.000709895,0.0001912935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007084182,"about_ca_system_score_gemma":0.0104656,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.872846,"about_ca_topic_score_gemma":0.8963826,"domain_scores_codex":[0.9990075,0.00009086433,0.00006761936,0.0001960238,0.0002899213,0.0003481067],"domain_scores_gemma":[0.9983357,0.00009757896,0.000530284,0.00008532003,0.0005269582,0.0004241198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005348865,0.00003644622,0.9989558,0.000007034294,0.0000246004,0.00004565368,0.0001389384,0.00001043794,0.00005235998,0.00001110849,0.000167987,0.0004960235],"study_design_scores_gemma":[0.00001102863,0.0000621537,0.9991807,0.0000074702,0.00002029985,0.00006788284,0.0003841798,0.00006896506,0.00001614916,0.000004955157,0.0001714959,0.000004610361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976755,0.0001195096,0.00005255319,0.00006034713,0.000005444632,0.00006394567,0.001593916,0.000003600985,0.0004252228],"genre_scores_gemma":[0.9978518,0.0001507746,0.0001967845,0.00007566435,0.000009782449,0.00004391303,0.001496237,0.000002437609,0.0001725674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.127154,"threshold_uncertainty_score":0.2558056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0335917619314463,"score_gpt":0.3681932160240722,"score_spread":0.3346014540926259,"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."}}