{"id":"W3036230392","doi":"10.1186/s13012-020-00981-5","title":"Audit and feedback to improve laboratory test and transfusion ordering in critical care: a systematic review","year":2020,"lang":"en","type":"review","venue":"Implementation Science","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Health administration; Audit; Test (biology); Health services research; Health informatics; Public health; Abdominal surgery; Intensive care medicine; Medical emergency; Nursing; Surgery; Accounting","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":[0.01419297,0.001445612,0.008248894,0.007660475,0.0008381099,0.002418352,0.00203192,0.002056789,0.003688319],"category_scores_gemma":[0.06041004,0.001090534,0.007593419,0.008541548,0.0009448666,0.002497723,0.001408946,0.001419237,0.0002391094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00500013,"about_ca_system_score_gemma":0.01518494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01039529,"about_ca_topic_score_gemma":0.02142357,"domain_scores_codex":[0.9859257,0.006605495,0.003534672,0.0007022053,0.002869899,0.0003620976],"domain_scores_gemma":[0.9457884,0.04047908,0.00862771,0.0006413414,0.003874013,0.0005894228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005130361,0.00006226396,0.0006250166,0.9329349,0.006384569,0.00005136793,0.0002296993,0.0001162585,0.00008269987,0.0001091083,0.001006672,0.0578845],"study_design_scores_gemma":[0.001017917,0.0005693827,0.004126831,0.9377719,0.04760621,0.0002143285,0.0002866108,0.0001637205,0.0002422646,0.0001800637,0.007775955,0.00004479188],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002364299,0.9957017,0.000200568,0.0002366868,0.0001284099,0.0008998558,0.0001947393,0.00001893369,0.0002547579],"genre_scores_gemma":[0.03313883,0.9629992,0.001493716,0.0004482624,0.0001080742,0.001539444,0.0001547386,0.000007660447,0.0001100261],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01419297,"threshold_uncertainty_score":0.07506049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1518960326301699,"score_gpt":0.5161327676685629,"score_spread":0.3642367350383929,"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."}}