{"id":"W4414989613","doi":"10.22215/cujs.v5i3.5420","title":"Pleotropic Effects of Antibiotic Resistance Mutation","year":2025,"lang":"en","type":"article","venue":"Carleton undergraduate journal of science.","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; Antibiotics; Escherichia coli; Mutation; Phenotype; Biofilm; Bacteria; Experimental evolution","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":[0.0005269565,0.0008958303,0.0006043631,0.000811131,0.0003220786,0.0005350319,0.0003597363,0.0005172737,0.003633467],"category_scores_gemma":[0.0008466778,0.0002159453,0.0004188524,0.0003734948,0.0005449103,0.0004196309,0.001208414,0.0007597125,0.0005270163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002611873,"about_ca_system_score_gemma":0.0002015119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002857039,"about_ca_topic_score_gemma":0.0004956576,"domain_scores_codex":[0.9987803,0.0003395679,0.0001066808,0.000181567,0.0004818203,0.0001100014],"domain_scores_gemma":[0.9990447,0.000362762,0.0001797779,0.0001325311,0.0001695115,0.0001107049],"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":[0.0001624747,0.00007783358,0.002977457,0.00007631839,0.00001376014,0.000422447,0.00005499382,0.0001438296,0.9879642,0.0003321889,0.00007922812,0.007695214],"study_design_scores_gemma":[0.00004472196,0.002840793,0.08641398,0.00006385119,0.0001048218,0.006490237,0.00052283,0.001810361,0.8944808,0.0007325907,0.006424054,0.00007094891],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845835,0.001100827,0.003847748,0.0002013909,0.0000432742,0.0000750289,0.0004140614,0.0001072703,0.009626913],"genre_scores_gemma":[0.9945869,0.0006781633,0.002387441,0.0001014081,0.00001080273,0.00003616218,0.0002232581,0.00005723656,0.001918577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003633467,"threshold_uncertainty_score":0.01215518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003998680504855915,"score_gpt":0.2503685080564974,"score_spread":0.2463698275516414,"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."}}