{"id":"W2587033543","doi":"10.1128/aac.02729-16","title":"Global Molecular Epidemiology of IMP-Producing Enterobacteriaceae","year":2017,"lang":"en","type":"article","venue":"Antimicrobial Agents and Chemotherapy","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"National Institute of Allergy and Infectious Diseases; Kyoto University Education and Research Foundation; Calgary Laboratory Services","keywords":"Citrobacter freundii; Enterobacter cloacae; Enterobacteriaceae; Biology; Klebsiella pneumoniae; clone (Java method); Molecular epidemiology; Microbiology; Citrobacter; Genetics; Gene; Escherichia coli; Genotype","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005035551,0.0003772371,0.000271965,0.001967329,0.0001286877,0.0006162743,0.0001960701,0.000203969,0.001211384],"category_scores_gemma":[0.0009031774,0.0001084184,0.0002793787,0.002755203,0.0002465841,0.0004024657,0.0005755674,0.000253731,0.0001716853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003019834,"about_ca_system_score_gemma":0.0002692039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003307842,"about_ca_topic_score_gemma":0.002728613,"domain_scores_codex":[0.9994847,0.0001131184,0.00005915834,0.0001721398,0.0000932132,0.00007763138],"domain_scores_gemma":[0.9991623,0.00007806234,0.0003671188,0.00005020012,0.0002420885,0.0001003218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000147666,0.00001758311,0.9768655,0.0001569517,0.0001517535,0.0001348294,0.0002064048,0.0003182208,0.006848978,0.00009712509,0.0003379698,0.01471709],"study_design_scores_gemma":[0.000002816538,0.00007165298,0.9967216,0.00003411206,0.00004565604,0.0003471299,0.0003046612,0.0002201333,0.0005809881,0.00004657988,0.001619907,0.000004826538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989268,0.004289332,0.001154644,0.0001812053,0.00001131213,0.00002433441,0.00325834,0.00003715965,0.001775701],"genre_scores_gemma":[0.9939197,0.002063155,0.001016948,0.00006405634,0.00001899474,0.00001290651,0.002681291,0.000008098526,0.0002147882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003307842,"threshold_uncertainty_score":0.006577194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01617723103017822,"score_gpt":0.2978703148371761,"score_spread":0.2816930838069979,"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."}}