{"id":"W4229449566","doi":"10.3390/antibiotics11050635","title":"Temporal Variation of Meropenem Resistance in E. coli Isolated from Sewage Water in Islamabad, Pakistan","year":2022,"lang":"en","type":"article","venue":"Antibiotics","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and ICT, South Korea; International Development Research Centre","keywords":"Meropenem; Fosfomycin; Microbiology; Biology; Escherichia coli; Multiple drug resistance; Antibiotic resistance; Cefotaxime; Ciprofloxacin; Colistin; Sewage; Ampicillin; MCR-1; Veterinary medicine; Drug resistance; Enterobacteriaceae; Antibiotics; Gene; Medicine; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003456207,0.0001657604,0.0002655759,0.00009270665,0.00006264426,0.00001918028,0.000295514,0.0001289962,0.0001233797],"category_scores_gemma":[0.00002817229,0.0001632046,0.00005659121,0.000224823,0.00007395018,0.000008773302,0.0002318523,0.0001724405,0.000005147448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006627367,"about_ca_system_score_gemma":0.00007419602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005595971,"about_ca_topic_score_gemma":0.002870632,"domain_scores_codex":[0.9983658,0.0001985453,0.0005405719,0.0004043697,0.0001928145,0.0002979096],"domain_scores_gemma":[0.9993057,0.00001770601,0.0001572934,0.0004415036,0.00004733535,0.00003046258],"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":[0.0005007672,0.0001853754,0.1809586,0.00002535674,0.00002877913,0.00003951336,0.0005294112,0.0001379618,0.8171026,0.0001843192,0.0002787935,0.00002855711],"study_design_scores_gemma":[0.002284729,0.0003372305,0.5952553,0.00008992302,0.00002710779,0.000003312132,0.0008860325,0.0003000891,0.3912677,0.0006860156,0.008298595,0.0005640459],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979635,0.000217691,0.0003823326,0.0001142955,0.0002171008,0.0002391902,0.0001238228,0.000008120143,0.0007339574],"genre_scores_gemma":[0.9969952,0.0000753096,0.00147349,0.0000986493,0.00004307295,7.875623e-7,0.0005879903,0.00003170842,0.0006938138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4258349,"threshold_uncertainty_score":0.6655289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007499003958153826,"score_gpt":0.242077968526703,"score_spread":0.2345789645685492,"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."}}