{"id":"W4285398174","doi":"10.1149/ma2022-01431858mtgabs","title":"Electrochemical Detection of Tobramycin Resistance in Pseudomonas Aeruginosa","year":2022,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Pseudomonas aeruginosa; Tobramycin; Microbiology; Efflux; Aminoglycoside; Antibiotics; Gentamicin; Bacteria; Drug resistance; Cystic fibrosis; Pseudomonas; Biology; Chemistry; Biochemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003833957,0.0004101774,0.0004079751,0.0005221061,0.0002248402,0.0003873762,0.0006505641,0.001239446,0.0009533056],"category_scores_gemma":[0.0006409199,0.0002883507,0.0003055554,0.0005980152,0.0002119605,0.0003981123,0.0004508265,0.0009904286,0.0004723152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003177071,"about_ca_system_score_gemma":0.0001436929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007741429,"about_ca_topic_score_gemma":0.001699962,"domain_scores_codex":[0.9990909,0.0001571931,0.00003821731,0.0001698512,0.0004663719,0.00007745818],"domain_scores_gemma":[0.9996831,0.00009685342,0.00007260637,0.00002249017,0.0001011642,0.00002379801],"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":[0.00001761031,0.00002101848,0.0002486748,0.0001084561,0.000007591393,0.00004737807,0.00003029953,0.00003505454,0.9963528,0.00005080279,0.0001537713,0.002926666],"study_design_scores_gemma":[0.000006562953,0.0002696682,0.005159257,0.00002914072,0.00002156553,0.000542234,0.0001053983,0.002613232,0.9873838,0.00009980684,0.003745821,0.00002360736],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8330041,0.03830768,0.1084797,0.002326923,0.0008227419,0.0002723901,0.002208574,0.001214233,0.0133636],"genre_scores_gemma":[0.912032,0.01219663,0.06470484,0.0006810115,0.00009113205,0.0002657625,0.0005659628,0.0000509349,0.009411705],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.001239446,"threshold_uncertainty_score":0.003189147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006704135270612252,"score_gpt":0.2153756131866196,"score_spread":0.2086714779160073,"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."}}