{"id":"W4247618648","doi":"10.22215/etd/2016-11643","title":"Genetic Changes Leading to Antibiotic Resistance in Clinical Isolates of Escherichia coli","year":2016,"lang":"en","type":"dissertation","venue":"","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Escherichia coli; Quinolone; Antibiotic resistance; Antibiotics; Biology; Gene; Microbiology; Multiple drug resistance; Drug resistance; Genetics; Phenotype","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002686303,0.0002386871,0.000214391,0.0004937134,0.0002287676,0.0005123409,0.0001509404,0.0003798402,0.0006295275],"category_scores_gemma":[0.0008199907,0.0001499087,0.0001642403,0.0006747163,0.0002430979,0.0001805246,0.0002127029,0.0002976595,0.0002889682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002130721,"about_ca_system_score_gemma":0.0002263543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008065953,"about_ca_topic_score_gemma":0.0008565465,"domain_scores_codex":[0.9995974,0.0001121642,0.00004789327,0.00007081773,0.0001017077,0.00006995891],"domain_scores_gemma":[0.9997137,0.00007868557,0.00008115701,0.00002602125,0.00006465336,0.00003563755],"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":[0.0004296344,0.0003900352,0.06883186,0.0001276989,0.00003036927,0.001308006,0.0003224894,0.0002518637,0.9091244,0.0001154909,0.0002255112,0.01884265],"study_design_scores_gemma":[0.0000303398,0.001420081,0.6175705,0.00006017303,0.00009683573,0.008457802,0.001874885,0.0005476897,0.3642405,0.0002886548,0.005380241,0.00003232542],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971972,0.0006840252,0.0005851425,0.0000944799,0.00001182887,0.00003814611,0.0002483184,0.000007914651,0.001132967],"genre_scores_gemma":[0.9969454,0.0007233924,0.001222355,0.00007077563,0.000007541498,0.00001782406,0.0004591009,0.000004861678,0.000548768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008065953,"threshold_uncertainty_score":0.002105951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01558140656398186,"score_gpt":0.3118270616251983,"score_spread":0.2962456550612164,"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."}}