{"id":"W4294811898","doi":"10.1021/acs.analchem.2c02287","title":"Electrochemical Quantification of Tobramycin Retention in <i>Pseudomonas aeruginosa</i> as Antimicrobial Susceptibility Indicator","year":2022,"lang":"en","type":"article","venue":"Analytical Chemistry","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Canada Research Coordinating Committee; Research Manitoba; Cystic Fibrosis Foundation","keywords":"Pseudomonas aeruginosa; Antibiotics; Tobramycin; Chemistry; Antibiotic resistance; Bacteria; Antimicrobial; Microbiology; Bacterial growth; Biology; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006058172,0.000153185,0.0002258501,0.00004453302,0.00009325971,0.00002172599,0.0003226579,0.0001535821,0.0005935378],"category_scores_gemma":[0.0005005757,0.0001842316,0.0001519379,0.0002987954,0.0001433306,0.000007096631,0.0002069582,0.0002874983,0.00001122447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008580346,"about_ca_system_score_gemma":0.00017016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006240054,"about_ca_topic_score_gemma":0.00001318127,"domain_scores_codex":[0.9981863,0.0001141522,0.0005703712,0.0006130371,0.0002462193,0.0002698686],"domain_scores_gemma":[0.9990574,0.00003220054,0.000189424,0.0005429059,0.00008397035,0.00009414251],"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":[0.0001794831,0.0003423471,0.01905483,0.00006217103,0.00001726029,0.000001614638,0.00002252274,0.000008788033,0.9795534,0.0001172194,0.0005462908,0.0000940663],"study_design_scores_gemma":[0.0004681052,0.00007261195,0.006919651,0.000008129953,0.00002293498,0.00002232001,0.0001282668,0.0002920317,0.9907341,0.000143036,0.0009860845,0.0002027127],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997892,0.00003266803,0.0002287331,0.0002932051,0.00005329593,0.0001542035,0.00002930089,0.00001893296,0.001297691],"genre_scores_gemma":[0.9981174,0.00001080974,0.0002077157,0.0001144604,0.00008306729,0.00002424961,0.0008784183,0.00001653846,0.0005472931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01213518,"threshold_uncertainty_score":0.7512745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01404896080379606,"score_gpt":0.2594371903133294,"score_spread":0.2453882295095333,"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."}}