{"id":"W4283014109","doi":"10.1093/jacamr/dlac060","title":"Carbapenem-resistant Enterobacterales and <i>Pseudomonas aeruginosa</i> causing infection in Africa and the Middle East: a surveillance study from the ATLAS programme (2018–20)","year":2022,"lang":"en","type":"article","venue":"JAC-Antimicrobial Resistance","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Pfizer","keywords":"Meropenem; Amikacin; Microbiology; Broth microdilution; Pseudomonas aeruginosa; Ceftazidime/avibactam; Tigecycline; Biology; Ceftazidime; Carbapenem; Colistin; Antimicrobial; Minimum inhibitory concentration; Antibiotic resistance; Antibiotics; Bacteria; Genetics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008389006,0.0003375611,0.0004092148,0.00004475388,0.0006513481,0.0002405477,0.0003274695,0.00008629065,0.00001145765],"category_scores_gemma":[0.0001501968,0.0002462374,0.0001023203,0.0002848736,0.0005304656,0.0000177779,0.0005425071,0.0003175404,0.000001322945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008419189,"about_ca_system_score_gemma":0.00008435903,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0018102,"about_ca_topic_score_gemma":0.02764858,"domain_scores_codex":[0.9971795,0.0007160964,0.0005000074,0.00079851,0.0002713204,0.0005345789],"domain_scores_gemma":[0.9987085,0.0001726607,0.0002976071,0.0006895877,0.00006304787,0.00006856291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006040241,0.0004638938,0.5879215,0.00008192554,0.0002459712,0.00006858409,0.003170243,0.00006377212,0.3983712,0.0001915029,0.003155801,0.0002253497],"study_design_scores_gemma":[0.01003963,0.0005135514,0.8695117,0.0002490534,0.0001738416,0.00008251883,0.002749202,0.00007569791,0.005559758,0.0003028541,0.1095409,0.001201304],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949499,0.002269227,0.00004847251,0.0008882451,0.0002982335,0.00112763,0.0001768514,0.00002192322,0.0002194868],"genre_scores_gemma":[0.9978868,0.0004523725,0.0002436878,0.0002252496,0.000158974,0.00009495028,0.00008761766,0.00004243503,0.0008079244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3928115,"threshold_uncertainty_score":0.999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01951894860010955,"score_gpt":0.2179362683744184,"score_spread":0.1984173197743088,"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."}}