{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004350658,0.0001173972,0.0002349776,0.0002476026,0.0001076383,0.00004059271,0.0004618204,0.00006926977,0.00000142182],"category_scores_gemma":[0.0006015539,0.0001000954,0.0001106788,0.0005857465,0.0009728946,0.00002294638,0.00006584071,0.00009621034,8.959657e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006220261,"about_ca_system_score_gemma":0.0005886914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003526686,"about_ca_topic_score_gemma":0.000007733848,"domain_scores_codex":[0.9987237,0.00005682916,0.000444477,0.0002115263,0.0003452736,0.0002181374],"domain_scores_gemma":[0.9986318,0.00004178778,0.0004686225,0.0002713565,0.0005148086,0.00007156601],"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":[0.00009755178,0.00004413498,0.006231601,0.0001610843,0.00004224729,0.00001783936,0.00003303153,0.00004167716,0.9897518,0.001641185,0.001335908,0.0006019205],"study_design_scores_gemma":[0.0006868551,0.0002633246,0.07355909,0.0003989536,0.00005026123,0.00002306578,0.0001351011,0.00001248091,0.9216704,0.001767561,0.001323372,0.0001095292],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907382,0.001329501,0.00456738,0.0006146074,0.0009516518,0.0001042041,0.000001263488,0.000003000784,0.001690152],"genre_scores_gemma":[0.9963225,0.0004776999,0.002125508,0.00009437768,0.00007337686,2.352649e-7,0.000001360397,0.000007084266,0.000897839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06808142,"threshold_uncertainty_score":0.4081772,"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."}}