{"id":"W4306911250","doi":"10.1080/10903127.2022.2137863","title":"Patient and Prehospital Predictors of Hospital Admission for Patients With and Without Histories of Diabetes Treated by Paramedics for Hypoglycemia: A Health Record Review Study","year":2022,"lang":"en","type":"article","venue":"Prehospital Emergency Care","topic":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Public Health; Queen's University; Ottawa Hospital; Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Hypoglycemia; Emergency medicine; Odds ratio; Medical record; Diabetes mellitus; Logistic regression; Emergency department; Confidence interval; Univariate analysis; Emergency medical services; Pediatrics; Internal medicine; Insulin; Multivariate analysis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001503639,0.0003841833,0.001121229,0.000114824,0.0002754378,0.000005566982,0.0001196578,0.0000839101,0.00004129866],"category_scores_gemma":[0.0004013951,0.0003115788,0.0001732446,0.0002647084,0.0001531553,0.0001181737,0.0001434524,0.0001993235,5.209391e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000144016,"about_ca_system_score_gemma":0.0001797907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005083699,"about_ca_topic_score_gemma":0.000004416856,"domain_scores_codex":[0.9971943,0.0000711598,0.001036452,0.0006301529,0.0006282678,0.0004396249],"domain_scores_gemma":[0.9978497,0.00008150677,0.0005307919,0.000339069,0.0008499739,0.0003489471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.00140036,0.002147421,0.9708601,0.004902774,0.0003189942,5.435795e-7,0.00633469,5.01912e-7,0.00001529917,0.0000139738,0.003338671,0.01066668],"study_design_scores_gemma":[0.05092887,0.5935408,0.2843033,0.00471126,0.004582875,0.000003654113,0.0226558,0.0001636264,0.0002170731,0.0002027006,0.03662769,0.002062387],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954585,0.03459363,0.00001676842,0.0005035557,0.0006602011,0.007800317,0.001770597,0.00003874202,0.00003122095],"genre_scores_gemma":[0.9954413,0.001254525,0.0004468551,0.00007818708,0.00003349189,0.001906143,0.0007120253,0.00006097238,0.00006651105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6865568,"threshold_uncertainty_score":0.9999337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006968841862052442,"score_gpt":0.2612635534798592,"score_spread":0.2542947116178068,"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."}}