{"id":"W6902167084","doi":"10.6084/m9.figshare.12519299","title":"Additional file 2 of Audit and feedback to improve laboratory test and transfusion ordering in critical care: a systematic review","year":2020,"lang":"en","type":"article","venue":"Figshare","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Audit; Test (biology); Quality (philosophy); Laboratory test; Quality assurance","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006199422,0.00009144936,0.0004724313,0.00001985836,0.00002111109,0.00001355728,0.00003734501,0.00006005376,0.7093925],"category_scores_gemma":[0.08647927,0.00007839163,0.00003201848,0.0002116672,0.00000971283,0.00008478579,0.00003865498,0.0001687677,0.0001565832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001349108,"about_ca_system_score_gemma":0.0001260299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002022123,"about_ca_topic_score_gemma":0.00001359578,"domain_scores_codex":[0.9990888,0.00006937089,0.0003764733,0.0002168972,0.0001499319,0.00009851876],"domain_scores_gemma":[0.9945843,0.004731175,0.00008074,0.0001201138,0.0002637741,0.0002199018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000279158,0.00003427943,0.000005776993,0.3030359,0.000008135025,0.00002174342,0.0001117186,3.366318e-8,0.0001145866,0.00000247219,0.6964342,0.0002032768],"study_design_scores_gemma":[0.0008814561,0.0007768933,0.001344585,0.683592,0.0001682309,0.000008365756,0.0003497146,0.0001619721,0.00003237171,0.000001931884,0.3124898,0.0001926507],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00006030544,0.005726125,1.655636e-7,0.003572197,0.000005373342,0.0007793413,0.9897253,0.00001457905,0.0001165985],"genre_scores_gemma":[0.04796501,0.0005211208,0.001150581,0.05258739,0.0004951374,0.003837923,0.8932837,0.00007728233,0.00008190519],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.709236,"threshold_uncertainty_score":0.9212157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05386765052185161,"score_gpt":0.351469329979443,"score_spread":0.2976016794575914,"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."}}