{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003570286,0.000101989,0.0001266251,0.0000471629,0.00008623573,0.000009393825,0.0001043088,0.00007739814,0.000007839115],"category_scores_gemma":[0.0001319754,0.0001190673,0.0000529597,0.0001285837,0.00002918406,0.000002670466,0.00008861696,0.0001787038,0.00000129675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003284606,"about_ca_system_score_gemma":0.00004568241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006914157,"about_ca_topic_score_gemma":0.0001588062,"domain_scores_codex":[0.9990177,0.00006664194,0.0002854133,0.0002604732,0.0001340319,0.0002356954],"domain_scores_gemma":[0.9995809,0.00002114089,0.0001532837,0.0001768519,0.00002972564,0.00003810462],"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":[0.000194283,0.00004799328,0.0003570034,0.00001263489,0.000006872836,0.000005012169,0.00004046541,0.0002376706,0.9988849,0.000003786148,0.00007690123,0.0001325385],"study_design_scores_gemma":[0.0002870568,0.00009284056,0.004596409,0.00001591282,0.000004317378,0.00001318666,0.00006004027,0.000008976985,0.9854755,0.00002674649,0.009295033,0.0001239832],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908408,0.0003311577,0.000003499397,0.0001067029,0.000158873,0.00008141462,0.000005617355,0.00001049458,0.008461476],"genre_scores_gemma":[0.9987572,0.0000175264,0.0008737606,0.00005452108,0.0001217717,0.000007388576,0.0000346567,0.0000152847,0.0001178826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01340934,"threshold_uncertainty_score":0.4855425,"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."}}