{"id":"W2913417480","doi":"10.18433/jpps30180","title":"Evaluation of the Impact of an Inpatient Hyperglycemia Protocol on Glycemic Control","year":2019,"lang":"en","type":"article","venue":"Journal of Pharmacy & Pharmaceutical Sciences","topic":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hypoglycemia; Glycemic; Incidence (geometry); Insulin; Protocol (science); Retrospective cohort study; Diabetes mellitus; Emergency medicine; Cohort; Internal medicine; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0103439,0.0003474796,0.0004315624,0.0007623611,0.0005056313,0.0009620732,0.0006382756,0.0003292378,0.001302123],"category_scores_gemma":[0.02380188,0.0002043983,0.0005856139,0.0008816931,0.0003963873,0.0006500038,0.0009702265,0.0007932607,0.000151679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001885914,"about_ca_system_score_gemma":0.004801203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002207151,"about_ca_topic_score_gemma":0.003399831,"domain_scores_codex":[0.9907018,0.004158596,0.001376621,0.0003640956,0.002788109,0.0006107993],"domain_scores_gemma":[0.9685192,0.00697092,0.01548279,0.001770902,0.004623368,0.002632779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001442244,0.00221336,0.9638789,0.0001603193,0.0001352423,0.00005028033,0.0001781267,0.0001904533,0.0003471461,0.00004187136,0.0003008502,0.0310613],"study_design_scores_gemma":[0.0001488635,0.01308827,0.9837421,0.0001590027,0.0001522959,0.0001338159,0.0004942687,0.0004862963,0.0008069179,0.00003712693,0.0007357348,0.00001523724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970244,0.0003550955,0.0004572537,0.0001634478,0.00002540197,0.0007281482,0.0001920704,0.00001341565,0.001040854],"genre_scores_gemma":[0.9963343,0.0004020936,0.001671809,0.0001610042,0.00004451588,0.000726401,0.0004312852,0.000005845703,0.0002227295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0103439,"threshold_uncertainty_score":0.05470437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07828956354493256,"score_gpt":0.4668726910912196,"score_spread":0.3885831275462871,"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."}}