{"id":"W2145358897","doi":"10.1016/j.jcjd.2013.08.059","title":"Using Prospective Analysis to Improve Quality Care in the Surgical Patient with Diabetes","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Staffing; Diabetes mellitus; Patient safety; Intensive care medicine; Medical emergency; Authorization; Pharmacy; Hypoglycemia; Emergency medicine; Nursing; Health care","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":[0.02463884,0.0004353915,0.0008755925,0.002031147,0.001111179,0.002823457,0.0007321485,0.0007523674,0.001488958],"category_scores_gemma":[0.06836314,0.0004939258,0.001624637,0.004353058,0.000497331,0.001832505,0.001833316,0.001722569,0.0001550688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001571631,"about_ca_system_score_gemma":0.005741649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0173138,"about_ca_topic_score_gemma":0.02534395,"domain_scores_codex":[0.964694,0.02777191,0.003292396,0.001318345,0.001882392,0.001040962],"domain_scores_gemma":[0.9211576,0.04681638,0.01989836,0.005335528,0.004800718,0.001991489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006851922,0.0003389923,0.9885583,0.00006081079,0.0005010911,0.00002296447,0.0001488529,0.0003640934,0.00003809109,0.0003785731,0.0008730753,0.008029941],"study_design_scores_gemma":[0.0004720507,0.001397574,0.9814998,0.0002459882,0.001338284,0.0001048252,0.00125161,0.009325081,0.0005409488,0.001876484,0.001884338,0.0000629347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808736,0.002133156,0.006946108,0.003048956,0.0002622009,0.0004210278,0.002126299,0.00004744904,0.004141161],"genre_scores_gemma":[0.9934216,0.0003703831,0.00447559,0.0003895783,0.00006275159,0.0001875124,0.0009445926,0.00001100735,0.0001368585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02463884,"threshold_uncertainty_score":0.1303042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05718859538977108,"score_gpt":0.3558749753335929,"score_spread":0.2986863799438218,"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."}}