{"id":"W2899847383","doi":"10.1371/journal.pone.0206842","title":"Rapid detection of resistance to carbapenems and cephalosporins in Enterobacteriaceae using liquid chromatography tandem mass spectrometry","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC; Public Health Ontario; University of Toronto; Sciex (Canada); St. Michael's Hospital","funders":"","keywords":"Cefotaxime; Imipenem; Cefazolin; Cephalosporin; Enterobacteriaceae; Microbiology; Ampicillin; Beta-lactamase; Ertapenem; Piperacillin; Antibiotic resistance; Cefepime; Biology; Medicine; Antibiotics; Bacteria; Escherichia coli; Genetics","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":[0.001885599,0.0008890514,0.0006395619,0.002195569,0.0003369613,0.0007361451,0.0005564884,0.0009644924,0.0005200348],"category_scores_gemma":[0.00328072,0.0003577619,0.0004069525,0.0008095514,0.0004589164,0.0006259379,0.0005106557,0.0005983143,0.0006731059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004264873,"about_ca_system_score_gemma":0.0005662728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001603355,"about_ca_topic_score_gemma":0.001889415,"domain_scores_codex":[0.9979025,0.0004935701,0.0002007592,0.0004198438,0.0008723637,0.0001110005],"domain_scores_gemma":[0.9980404,0.0007368395,0.0004033499,0.0001204483,0.0005982847,0.000100701],"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":[0.0002457103,0.0002391652,0.02139,0.0001297921,0.00007169463,0.0001906113,0.00009171799,0.0005664477,0.9515232,0.00007848527,0.0002211933,0.02525197],"study_design_scores_gemma":[0.00007059154,0.001423868,0.09721103,0.00006940075,0.0001156979,0.002283976,0.0002791263,0.02301124,0.8721018,0.0002263119,0.003063658,0.0001432318],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9194861,0.005075245,0.07030855,0.0004036897,0.00007731529,0.0005426574,0.0013537,0.0008884253,0.001864419],"genre_scores_gemma":[0.8586667,0.002528971,0.1338987,0.0007410697,0.00005812721,0.000393517,0.001556378,0.00008182919,0.002074758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002195569,"threshold_uncertainty_score":0.009972095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01768180408574066,"score_gpt":0.2275674184966231,"score_spread":0.2098856144108825,"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."}}