{"id":"W4402129709","doi":"10.1099/jmm.0.001881","title":"Evaluating the accuracy of the MBT Lipid Xtract Kit for assessing colistin resistance in comparison to broth microdilution","year":2024,"lang":"en","type":"article","venue":"Journal of Medical Microbiology","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Providence Health Care; University of British Columbia","funders":"Association of Medical Microbiology and Infectious Disease Canada","keywords":"Broth microdilution; Colistin; Klebsiella pneumoniae; Microbiology; Biology; Escherichia coli; Antibiotics; Minimum inhibitory concentration; Genetics; 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":[0.0245457,0.001625545,0.001843991,0.00410965,0.0006026688,0.002488635,0.001847145,0.002442677,0.001735641],"category_scores_gemma":[0.04082079,0.0009422739,0.001028967,0.003025666,0.001571552,0.001190642,0.001709668,0.00163769,0.002293911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006671212,"about_ca_system_score_gemma":0.000677426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001851129,"about_ca_topic_score_gemma":0.002729896,"domain_scores_codex":[0.9525046,0.01490312,0.004969889,0.006947675,0.0193003,0.001374413],"domain_scores_gemma":[0.9627792,0.01676453,0.006568439,0.004330543,0.008753881,0.0008033043],"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":[0.002903075,0.0006781447,0.1627928,0.0009889231,0.0006081543,0.0003290118,0.001535159,0.002462892,0.7672898,0.0005685026,0.001915963,0.05792742],"study_design_scores_gemma":[0.0001550525,0.007072214,0.2748743,0.0003787139,0.0007707832,0.002813509,0.0007143191,0.06381408,0.638544,0.0006071376,0.00992124,0.0003345578],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7973352,0.008246042,0.1788289,0.001015038,0.0009768013,0.0009506159,0.003617173,0.001493579,0.007536569],"genre_scores_gemma":[0.7510508,0.002624119,0.2367614,0.0005231266,0.0002210882,0.0007743106,0.003019911,0.0005097665,0.00451549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0245457,"threshold_uncertainty_score":0.1298116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04367507196085284,"score_gpt":0.4093252658149509,"score_spread":0.365650193854098,"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."}}