{"id":"W2808438593","doi":"10.1515/dx-2018-0020","title":"Combined international external quality assessment results of medical laboratory performance and reporting of samples with known antimicrobial resistance","year":2018,"lang":"en","type":"article","venue":"Diagnosis","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of British Columbia","funders":"","keywords":"Medicine; Clinical microbiology; External quality assessment; Antibiotic resistance; Quality assurance; Medical laboratory; Methicillin-resistant Staphylococcus aureus; Antimicrobial stewardship; Vancomycin; Internal medicine; Staphylococcus aureus; Intensive care medicine; Antibiotics; Microbiology; Pathology; Biology","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":[0.04365432,0.0008241169,0.0008181148,0.008634822,0.0004603114,0.002739368,0.001004342,0.0004716754,0.002181523],"category_scores_gemma":[0.07865027,0.0002471817,0.0008986844,0.006488482,0.001200366,0.001112455,0.002221019,0.0005670124,0.0005289415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0012603,"about_ca_system_score_gemma":0.001091863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001878171,"about_ca_topic_score_gemma":0.0008166489,"domain_scores_codex":[0.9167697,0.03762544,0.02087247,0.007589082,0.01530099,0.001842313],"domain_scores_gemma":[0.7486612,0.07144687,0.1031958,0.01943936,0.05418313,0.003073771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004185765,0.00006433385,0.9784442,0.0002837552,0.0001483704,0.00006151238,0.0005253305,0.0002967901,0.001267665,0.0001461438,0.0005865375,0.01775671],"study_design_scores_gemma":[0.00001962603,0.000566541,0.9861726,0.0001485595,0.0001704285,0.000495085,0.0005612574,0.001227856,0.007353262,0.0001584738,0.003090384,0.00003588378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9432974,0.003753099,0.02549667,0.0005603194,0.0001676389,0.0006751691,0.01033988,0.000556444,0.01515337],"genre_scores_gemma":[0.9908456,0.0002335725,0.005162834,0.0001113572,0.00007423425,0.0001799829,0.002761434,0.0000585849,0.0005724536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04365432,"threshold_uncertainty_score":0.2308689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04217776104396412,"score_gpt":0.3434525084331,"score_spread":0.301274747389136,"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."}}