{"id":"W2104290226","doi":"10.1179/1973947812y.0000000062","title":"Detection, treatment, and prevention of carbapenemase-producing<i>Enterobacteriaceae</i>: Recommendations from an International Working Group","year":2013,"lang":"en","type":"article","venue":"Journal of Chemotherapy","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Etest; Colistin; Broth microdilution; Carbapenem; Carbapenem-resistant enterobacteriaceae; Agar dilution; Minimum inhibitory concentration; Medicine; Enterobacteriaceae; Regimen; Antimicrobial; Microbiology; Antibiotics; Aminoglycoside; Internal medicine; Pharmacology; Biology","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":[0.0001064378,0.00009211137,0.0001430198,0.00004714887,0.00002774036,0.00004127687,0.0001116641,0.00006162246,0.0001243434],"category_scores_gemma":[0.00001747711,0.00007861455,0.00006921164,0.00003364912,0.00003367036,0.00003277339,0.00001245365,0.00003946909,6.331795e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002408202,"about_ca_system_score_gemma":0.00001923896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003691566,"about_ca_topic_score_gemma":0.00005392608,"domain_scores_codex":[0.9993532,0.00005190181,0.0003156398,0.0001405508,0.00006566779,0.0000730037],"domain_scores_gemma":[0.9992605,0.000009965807,0.0004093407,0.0001606194,0.0001156437,0.00004393575],"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":[0.0001504982,0.0001077668,0.08909713,0.000002532724,0.0001619169,2.418135e-7,0.0001099097,0.000001428093,0.8462826,0.000002579276,0.0001013027,0.0639821],"study_design_scores_gemma":[0.002091577,0.001229337,0.4830894,0.0001075839,0.00004110094,0.00004020694,0.0001671409,0.00002085571,0.4962688,0.0005494611,0.01624437,0.0001501162],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958071,0.0001555039,0.003207895,0.0002862046,0.0003752936,0.00009719278,0.000005052916,0.000002646708,0.00006314871],"genre_scores_gemma":[0.9913672,0.001461911,0.006477018,0.0000757826,0.0004528609,0.000002054301,0.00003835359,0.00001450628,0.0001103241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3939923,"threshold_uncertainty_score":0.3205808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297441168058294,"score_gpt":0.2770293022489,"score_spread":0.2640548905683171,"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."}}