{"id":"W1976574365","doi":"10.1016/j.diabres.2007.05.003","title":"Clinical outcomes associated with the use of subcutaneous insulin-by-glucose sliding scales to manage hyperglycemia in hospitalized patients with pneumonia","year":2007,"lang":"en","type":"article","venue":"Diabetes Research and Clinical Practice","topic":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University Medical Centre; Hamilton Health Sciences; McMaster University","funders":"","keywords":"Medicine; Diabetes mellitus; Pneumonia; Sepsis; Internal medicine; COPD; Insulin; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00516779,0.0002979347,0.001016979,0.000203016,0.0002051737,0.0001053802,0.0002795686,0.0003374128,0.00001548884],"category_scores_gemma":[0.03248916,0.0001719789,0.0001572301,0.0008193264,0.0008271441,0.0003481654,0.0002165786,0.001621237,0.00001327219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008545031,"about_ca_system_score_gemma":0.00008950382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001476593,"about_ca_topic_score_gemma":0.0002027041,"domain_scores_codex":[0.9946929,0.0008196926,0.001362937,0.0007099755,0.001399561,0.001014951],"domain_scores_gemma":[0.9679304,0.02902438,0.000288196,0.0005821683,0.001433312,0.0007415827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01335251,0.003651266,0.961657,0.00004244073,0.000465589,0.0002534585,0.0001187663,9.926008e-7,0.0000428962,0.00005988358,0.0003962264,0.01995897],"study_design_scores_gemma":[0.01034534,0.01423774,0.9658986,0.0002791545,0.0002503635,0.000004263599,0.0002663544,0.00007462531,0.00001900733,0.0000351014,0.008329455,0.000259943],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935995,0.0002151982,0.00003187927,0.004112732,0.00009976988,0.001336219,0.00005016139,0.00003150332,0.0005230124],"genre_scores_gemma":[0.9957095,0.0003267491,0.0008634253,0.002667509,0.00005373127,0.00003252226,0.00006159739,0.00004590355,0.0002390886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02820469,"threshold_uncertainty_score":0.9756606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06005483659386808,"score_gpt":0.4003056146961546,"score_spread":0.3402507781022865,"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."}}