{"id":"W3134174887","doi":"10.17504/protocols.io.uz9ex96","title":"Rapid Resistance Testing (RRT) protocol for Rapid Detection of Resistance to Carbapenems and Cephalosporins in Enterobacteriaceae Using Liquid Chromatography Tandem Mass Spectrometry v2","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Cefotaxime; Imipenem; Cefazolin; Cephalosporin; Enterobacteriaceae; Ampicillin; Microbiology; Ertapenem; Beta-lactamase; Antibiotic resistance; Biology; Antibiotics; Escherichia coli","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":[0.005220824,0.001933708,0.001501992,0.002756733,0.0009647001,0.001076595,0.002177061,0.001759437,0.005435196],"category_scores_gemma":[0.00868666,0.001088079,0.00124284,0.0009517451,0.0008003024,0.0009528071,0.001428582,0.001542784,0.008096486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000624008,"about_ca_system_score_gemma":0.001935579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009078048,"about_ca_topic_score_gemma":0.001298561,"domain_scores_codex":[0.9881196,0.003745207,0.001192497,0.001397942,0.00488188,0.0006627476],"domain_scores_gemma":[0.9942725,0.001324076,0.0008041886,0.001053108,0.002290712,0.0002553971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009285614,0.001513763,0.007710819,0.0004701029,0.00009260813,0.0006488053,0.0003075712,0.001192071,0.9183437,0.0008090264,0.008622577,0.05936034],"study_design_scores_gemma":[0.0003688848,0.005648291,0.0218389,0.0001701238,0.0001395169,0.003581226,0.000178634,0.01383113,0.90923,0.0004873665,0.04418377,0.0003421535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.2058379,0.001871296,0.7080486,0.001053013,0.0009870543,0.05255275,0.005666182,0.009376702,0.0146064],"genre_scores_gemma":[0.1975217,0.001665875,0.710767,0.002069588,0.0002223829,0.05061811,0.01692897,0.001045814,0.01916057],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.005435196,"threshold_uncertainty_score":0.02761072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02729899606852118,"score_gpt":0.2915929264351131,"score_spread":0.264293930366592,"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."}}