{"id":"W2444527741","doi":"10.1093/jac/dkw414","title":"Carbapenemase-producing Enterobacteriaceae in the UK: a national study (EuSCAPE-UK) on prevalence, incidence, laboratory detection methods and infection control measures","year":2016,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Hôtel-Dieu de Québec","funders":"","keywords":"Medicine; Colistin; Tigecycline; MacConkey agar; Incidence (geometry); Amikacin; Klebsiella pneumoniae; Carbapenem-resistant enterobacteriaceae; Infection control; Acinetobacter; Gentamicin; Carbapenem; Enterobacteriaceae; Epidemiology; Internal medicine; Antibiotics; Microbiology; Surgery; Agar; Biology; Escherichia coli; Bacteria","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002093725,0.000160892,0.0002181767,0.0001245626,0.00007206739,0.00005842046,0.0001687017,0.0001036721,0.0000133761],"category_scores_gemma":[0.0002977819,0.0000978499,0.00007624138,0.0001260754,0.00007898218,0.00002108695,0.00001609882,0.0001313498,9.117041e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005898067,"about_ca_system_score_gemma":0.000102296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001024827,"about_ca_topic_score_gemma":0.00008329358,"domain_scores_codex":[0.9984568,0.000518951,0.0004066508,0.0002434099,0.0002229215,0.0001512652],"domain_scores_gemma":[0.9990386,0.00007657852,0.0003749805,0.0001824427,0.0002948662,0.00003254377],"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":[0.0007599948,0.0001216563,0.233165,0.0000104901,0.00006501497,0.000002588708,0.0001401697,0.000007519826,0.7636814,0.000001125608,0.0002184751,0.001826585],"study_design_scores_gemma":[0.002502939,0.000794314,0.6343341,0.0001364263,0.0000256606,0.00007180085,0.00003870845,0.000001474762,0.3608603,0.00001875839,0.001085438,0.0001300209],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995764,0.0001060635,0.003240427,0.0002644304,0.0003034591,0.000290323,0.000006965383,0.000004425269,0.00001990508],"genre_scores_gemma":[0.9976892,0.0006599886,0.0006109307,0.0005902993,0.0004023203,0.000003017171,5.045072e-7,0.00001963045,0.00002405851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4028211,"threshold_uncertainty_score":0.3990203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009968839136791563,"score_gpt":0.2923753080098133,"score_spread":0.2824064688730217,"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."}}