{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001260051,0.0000647285,0.0001530983,0.00002289286,0.00004206566,0.00001619014,0.0001358959,0.00006546435,0.00002599114],"category_scores_gemma":[0.001777279,0.0000573902,0.00002283259,0.00005886304,0.0002219947,0.00000715883,0.00007984875,0.00004560666,2.513324e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007972381,"about_ca_system_score_gemma":0.0001107119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009310521,"about_ca_topic_score_gemma":0.0002745489,"domain_scores_codex":[0.998683,0.00006763647,0.0007358408,0.000218755,0.0002185863,0.00007620001],"domain_scores_gemma":[0.9984737,0.00005057856,0.0008299425,0.0002113838,0.0003940539,0.00004032115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002543267,0.000108142,0.6102724,0.00007094941,0.00002501634,6.421313e-7,0.0000762,4.222766e-7,0.3872952,0.00008262811,0.0006566836,0.0011574],"study_design_scores_gemma":[0.0005705408,0.0001194852,0.6917097,0.0001596548,0.000005922373,0.000001074191,0.0000332984,0.00002003495,0.3062,0.000004669889,0.001115252,0.000060391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987888,0.00001875458,0.0002091331,0.0004338884,0.0001231175,0.00006480376,0.00007101262,0.000005255351,0.0002852262],"genre_scores_gemma":[0.9960998,0.0001246672,0.003500892,0.00005455311,0.0001123278,0.000007648886,0.00005310825,0.000005309135,0.00004167029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08143727,"threshold_uncertainty_score":0.2340304,"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."}}