{"id":"W4391886451","doi":"10.1093/jcag/gwad061.067","title":"A67 REDUCING INAPPROPRIATE GAMMA-GLUTAMYL TRANSFERASE TESTING FOR INPATIENTS: A QUALITY IMPROVEMENT INITIATIVE IN LAB WASTE REDUCTION APPLYING THE MODEL FOR CONTINUOUS IMPROVEMENT","year":2024,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Reduction (mathematics); Quality management; Environmental science; Medicine; Waste management; Operations management; Engineering; Mathematics","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":[0.0240691,0.001222853,0.0008106074,0.001982224,0.001109417,0.004289145,0.001934876,0.001143699,0.002735945],"category_scores_gemma":[0.02242636,0.0003632949,0.001910111,0.00218946,0.00135294,0.002113146,0.003329213,0.00146838,0.0003714729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005841553,"about_ca_system_score_gemma":0.0232439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01134591,"about_ca_topic_score_gemma":0.009388251,"domain_scores_codex":[0.9814599,0.01359844,0.0006759786,0.0008740583,0.002575489,0.0008161755],"domain_scores_gemma":[0.9839543,0.008715738,0.002123018,0.0006619776,0.003429901,0.001115078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001629792,0.004727774,0.06102399,0.005969654,0.0006240436,0.0004549835,0.004262949,0.2265089,0.003490981,0.0426725,0.01863946,0.6299949],"study_design_scores_gemma":[0.002073812,0.01662717,0.04148227,0.004386196,0.001214936,0.0004066024,0.008785817,0.8214712,0.007109402,0.05341733,0.04273034,0.0002948949],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3473086,0.004102957,0.5596142,0.0313415,0.0008791754,0.007162258,0.000680359,0.002892934,0.046018],"genre_scores_gemma":[0.6926214,0.001555431,0.3003753,0.001146333,0.00008993016,0.001955882,0.0003352358,0.00006660404,0.001853981],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0240691,"threshold_uncertainty_score":0.1272911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04496146501405494,"score_gpt":0.3155957349737733,"score_spread":0.2706342699597183,"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."}}