{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002526326,0.0001282788,0.0002123208,0.0003240671,0.003379766,0.002058206,0.0005440976,0.0008372188,0.002568103],"category_scores_gemma":[0.01046483,0.0001358034,0.0001290702,0.0004210996,0.001168398,0.000806633,0.003372924,0.001037083,0.0002166104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001917882,"about_ca_system_score_gemma":0.007115342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01093159,"about_ca_topic_score_gemma":0.01574782,"domain_scores_codex":[0.9968226,0.001852539,0.0001998347,0.0001404188,0.0004341101,0.0005505289],"domain_scores_gemma":[0.9940245,0.001972785,0.0009750678,0.00009834408,0.0007569004,0.00217238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001642452,0.0006233659,0.1358598,0.002268838,0.00005660961,0.006622589,0.6365312,0.0001777949,0.002757977,0.003723209,0.0175353,0.193679],"study_design_scores_gemma":[0.00005587848,0.0005682419,0.1104572,0.001371013,0.00004104075,0.004192773,0.8061926,0.0006142845,0.0005905533,0.001995585,0.07385698,0.00006385138],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569934,0.001413223,0.0009166162,0.02414519,0.0002135228,0.0001178775,0.00005528077,0.00001681636,0.01612804],"genre_scores_gemma":[0.9949351,0.0007502875,0.0009687965,0.002089634,0.00004651933,0.0000379406,0.00001777335,0.0000027015,0.00115128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01093159,"threshold_uncertainty_score":0.02173591,"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."}}