{"id":"W4241336540","doi":"10.22215/etd/2019-13711","title":"Understanding the Genetics and Evolution of Antimicrobial Resistance in Escherichia Coli","year":2019,"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":"Antibiotic resistance; Biology; Nalidixic acid; Genetics; Mutant; DNA gyrase; Quinolone; Escherichia coli; Gene; Drug resistance; Antibiotics; Microbiology; Computational 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001711787,0.0001428619,0.0000902661,0.0003168278,0.0001827982,0.000644518,0.0001233556,0.0003653742,0.001024151],"category_scores_gemma":[0.0003574953,0.00009244167,0.00009048017,0.0002546371,0.0002114037,0.0002901022,0.0002700314,0.0006918688,0.0005148498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006122108,"about_ca_system_score_gemma":0.0004738916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001813782,"about_ca_topic_score_gemma":0.001903331,"domain_scores_codex":[0.9999458,0.00001095077,0.00000271245,0.00001382677,0.0000159874,0.00001074857],"domain_scores_gemma":[0.9999377,0.00002485265,0.00001183844,0.000003130787,0.00001047781,0.00001204162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00017636,0.0002451554,0.01115963,0.0004824485,0.00002296281,0.0004053117,0.0008982514,0.005907862,0.6530203,0.03550854,0.00672425,0.285449],"study_design_scores_gemma":[0.00004685331,0.0005519014,0.1511874,0.0007658629,0.00007493917,0.001455943,0.002116883,0.01476613,0.3302945,0.07244185,0.4262083,0.00008949589],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8543049,0.04894828,0.02353588,0.01705904,0.0003863938,0.00006744013,0.0005667685,0.0001416332,0.05498967],"genre_scores_gemma":[0.8398538,0.08743288,0.02392851,0.003095034,0.000241753,0.00007413598,0.001230284,0.00006292469,0.04408059],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.001813782,"threshold_uncertainty_score":0.004441917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677387781932132,"score_gpt":0.2503918041170166,"score_spread":0.2336179262976953,"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."}}