{"id":"W3126738960","doi":"10.33540/310","title":"Mechanisms and evolution of colistin resistance in clinical Enterobacteriaceae","year":2020,"lang":"en","type":"dissertation","venue":"","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Biotechnology and Biological Sciences Research Council; Directorate for Biological Sciences; Department for Employment and Learning, Northern Ireland; Queen's University; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Queen's University Belfast","keywords":"Colistin; Microbiology; Enterobacteriaceae; Biology; Drug resistance; Klebsiella pneumoniae; Bacteria; Polymyxin; Antibiotics; Escherichia coli; Genetics; Gene","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005416661,0.0002705181,0.0004239648,0.0008660618,0.0002657892,0.0007981813,0.0004463147,0.0007097222,0.0008157153],"category_scores_gemma":[0.001410074,0.0001975203,0.0002889393,0.0007090069,0.0003492494,0.0004725903,0.000474849,0.0004812493,0.0002424798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004894916,"about_ca_system_score_gemma":0.0003476274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001358522,"about_ca_topic_score_gemma":0.001016414,"domain_scores_codex":[0.9993939,0.0001411098,0.00007490919,0.0001536736,0.0001440216,0.00009229457],"domain_scores_gemma":[0.9991546,0.000192005,0.0002857186,0.00007770173,0.0002102064,0.00007970117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008585452,0.0003986386,0.1802616,0.0003109501,0.00008503084,0.001040642,0.001099825,0.001081046,0.7745102,0.0009697867,0.0002639062,0.03911971],"study_design_scores_gemma":[0.00006730338,0.002189748,0.8169085,0.0001618708,0.0001537488,0.007861197,0.002406752,0.003742803,0.1562231,0.000973509,0.00920658,0.0001049189],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951041,0.002794862,0.0006213527,0.0002152048,0.000006878046,0.00002452683,0.0001441783,0.00001277764,0.001076204],"genre_scores_gemma":[0.9960007,0.001542324,0.001349388,0.00008774346,0.000009579316,0.00001724407,0.0003608384,0.000009560906,0.000622568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001358522,"threshold_uncertainty_score":0.003551483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01125493803423797,"score_gpt":0.2887653185378986,"score_spread":0.2775103805036606,"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."}}