{"id":"W3037534458","doi":"10.1016/j.diagmicrobio.2020.115120","title":"Rapid detection of Enterobacterales that produce carbapenemases","year":2020,"lang":"en","type":"article","venue":"Diagnostic Microbiology and Infectious Disease","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Calgary Laboratory Services","funders":"Calgary Laboratory Services","keywords":"Klebsiella pneumoniae; Biology; Enterobacteriaceae Infections; Enterobacteriaceae; Microbiology; Bacterial protein; Bacteria; Escherichia coli; Biochemistry; Gene","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004238625,0.0005327396,0.0003393201,0.0008311986,0.0001923293,0.0005177586,0.0002807616,0.0008081756,0.001590418],"category_scores_gemma":[0.001141584,0.0002845874,0.000226092,0.0004109171,0.0002260651,0.0004337059,0.0005607327,0.0006710083,0.00102856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001695711,"about_ca_system_score_gemma":0.0001889799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004523114,"about_ca_topic_score_gemma":0.000827975,"domain_scores_codex":[0.999397,0.00008076353,0.00003322729,0.0001096774,0.0002745568,0.0001047134],"domain_scores_gemma":[0.9989824,0.0002636319,0.0001553046,0.00007005697,0.000354173,0.0001744442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001639313,0.00004642146,0.003364532,0.00005820257,0.000005402012,0.00007845124,0.00003991634,0.0000220922,0.9907923,0.00007550038,0.0001749163,0.00517836],"study_design_scores_gemma":[0.00003166911,0.0006625677,0.05659607,0.0000486667,0.00003521091,0.001607737,0.0002286853,0.00132209,0.9340636,0.0002508055,0.005132403,0.0000205791],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9526674,0.004414321,0.02991864,0.0006709023,0.0002781833,0.0003079644,0.003237413,0.0006224815,0.007882682],"genre_scores_gemma":[0.9432461,0.001769254,0.03930658,0.0004076519,0.00006647655,0.0001643883,0.003779311,0.00005775748,0.01120242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001590418,"threshold_uncertainty_score":0.005320549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007995353664240352,"score_gpt":0.2069936306053463,"score_spread":0.198998276941106,"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."}}