{"id":"W2550457529","doi":"10.1136/bmjqs-2016-ihiabstracts.4","title":"A QUALITY IMPROVEMENT INITIATIVE TO DECREASE THE RATE OF SOLITARY SETS OF BLOOD CULTURES IN THE EMERGENCY DEPARTMENT","year":2016,"lang":"en","type":"article","venue":"BMJ Quality & Safety","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Emergency department; Psychological intervention; Intervention (counseling); Quality management; Emergency medicine; Operations management; Nursing","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":[0.01544244,0.0002238439,0.000723379,0.0000393135,0.00008630609,0.000006288822,0.0003123176,0.0001021352,0.0004654495],"category_scores_gemma":[0.01458952,0.00009817301,0.0003007231,0.0003357762,0.0001580609,0.0001280765,0.0001027733,0.0002268009,0.00001311044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004436285,"about_ca_system_score_gemma":0.0004798677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001718501,"about_ca_topic_score_gemma":0.001881135,"domain_scores_codex":[0.9921857,0.003640402,0.00286356,0.0003779015,0.000608179,0.0003242739],"domain_scores_gemma":[0.9923657,0.004835352,0.0009925294,0.001041446,0.0004948766,0.0002700723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06647049,0.02563709,0.422619,0.003209909,0.005308555,0.0001498936,0.0456462,0.00003381187,0.1346191,0.118943,0.01785293,0.15951],"study_design_scores_gemma":[0.008345551,0.0013886,0.961867,0.0002655488,0.000504386,0.000003295397,0.008311491,0.000006853592,0.004128484,0.005177958,0.009690718,0.0003100713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9247873,0.0003284524,0.0002333471,0.07035825,0.0001267973,0.002421123,0.0008376167,0.00001492685,0.0008922059],"genre_scores_gemma":[0.9899822,0.0003197682,0.0001817085,0.009180401,0.0001184458,0.0001193994,0.00003284837,0.000009776534,0.00005538473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.539248,"threshold_uncertainty_score":0.993711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09659619976926863,"score_gpt":0.4631224150869343,"score_spread":0.3665262153176657,"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."}}