{"id":"W4380423215","doi":"10.1128/aac.00030-23","title":"Genomic Epidemiology of Carbapenem-Resistant <i>Klebsiella</i> in Qatar: Emergence and Dissemination of Hypervirulent Klebsiella pneumoniae Sequence Type 383 Strains","year":2023,"lang":"en","type":"article","venue":"Antimicrobial Agents and Chemotherapy","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Medical Research Council; National Institutes of Health; University of British Columbia; Simon Fraser University; Monash University; National Institute of Allergy and Infectious Diseases; University of Pittsburgh; Hamad Medical Corporation","keywords":"Klebsiella pneumoniae; Microbiology; Klebsiella; Biology; Klebsiella infections; Enterobacteriaceae; Epidemiology; Molecular epidemiology; Multilocus sequence typing; Virology; Genotype; Genetics; Medicine; Gene; Escherichia coli; Internal medicine","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":[0.0002432055,0.0002282547,0.0001447815,0.0006499054,0.0004046296,0.0003728671,0.0002070967,0.0004487192,0.00227241],"category_scores_gemma":[0.0004955595,0.0001907006,0.0002198463,0.0008619575,0.0003298692,0.00019396,0.0002247061,0.0002991411,0.00029634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006489287,"about_ca_system_score_gemma":0.0005451067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0240934,"about_ca_topic_score_gemma":0.01718346,"domain_scores_codex":[0.9997527,0.00004779348,0.00001786982,0.00007841193,0.00003823876,0.00006494374],"domain_scores_gemma":[0.9996663,0.00004941491,0.000159801,0.00001597236,0.00006407742,0.00004437819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005678569,0.0001153649,0.8049471,0.0001377165,0.00005011632,0.001220174,0.002405832,0.0008446233,0.1779626,0.0004080982,0.0005290505,0.01081143],"study_design_scores_gemma":[0.00001220712,0.0002425074,0.9935058,0.00002942757,0.00002121332,0.001083562,0.001175847,0.0004609852,0.002687084,0.00005830345,0.000715322,0.000007739167],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987423,0.00007402828,0.0002427141,0.00008916394,0.000002425651,0.00001633801,0.0005161737,0.000004889233,0.000312008],"genre_scores_gemma":[0.9987211,0.00006394416,0.0004362947,0.00006355088,0.000003244158,0.000007181244,0.0005033824,0.000001137838,0.0002001237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0240934,"threshold_uncertainty_score":0.04790628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02441609183551499,"score_gpt":0.3018885033753608,"score_spread":0.2774724115398458,"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."}}