{"id":"W4412190351","doi":"10.4081/ecj.2025.13924","title":"Healthcare professional support: diabetic ketoacidosis avoidance and care","year":2025,"lang":"en","type":"article","venue":"Emergency Care Journal","topic":"Diabetes and associated disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Diabetic ketoacidosis; Health care; Intensive care medicine; Nursing; Diabetes mellitus; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001026836,0.0001632649,0.0001596707,0.00006392913,0.0003496639,0.00002590504,0.0001609996,0.0001591854,0.0001411419],"category_scores_gemma":[0.00006435639,0.0001500751,0.0001308115,0.0001309961,0.00003505285,0.000006603769,0.0001014143,0.0002434042,0.0000044863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004395942,"about_ca_system_score_gemma":0.0002676088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001400659,"about_ca_topic_score_gemma":0.0001116598,"domain_scores_codex":[0.9988633,0.00008922589,0.0002873001,0.0002583986,0.0001603159,0.0003414013],"domain_scores_gemma":[0.9992729,0.000004683646,0.0001133022,0.0001585198,0.0003161996,0.0001343683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007414981,0.0001061902,0.7234302,0.0005722942,0.000296334,0.00001142507,0.002794421,0.00002754062,0.03432447,0.0002109823,0.1522139,0.08593816],"study_design_scores_gemma":[0.003889306,0.001401868,0.3032905,0.000599635,0.0002890347,0.00003077538,0.05132306,0.00001950511,0.03066519,0.00138307,0.6056229,0.001485059],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9369946,0.05528931,0.0000515569,0.001688124,0.002270156,0.000151498,0.00006377001,0.0000117549,0.003479236],"genre_scores_gemma":[0.9928855,0.004170021,0.00009102665,0.0004629145,0.0002239429,0.00001636534,0.0001097677,0.00001664151,0.002023849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4534091,"threshold_uncertainty_score":0.6119884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004389442498973286,"score_gpt":0.2662525225206926,"score_spread":0.2618630800217193,"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."}}