{"id":"W7006632632","doi":"","title":"Understanding benzalkonium chloride tolerance and its implications in antibiotic resistance and other phenotypes in clinical isolates of Klebsiella pneumoniae","year":2024,"lang":"en","type":"dissertation","venue":"Trinity's Access to Research Output (TARA) (Trinity College Dublin)","topic":"Environmental Chemistry and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Benzalkonium chloride; Ethidium bromide; Efflux; Klebsiella pneumoniae; Antibiotics; Antibiotic resistance; Multiple drug resistance; Phenotype","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":[0.0003131572,0.0002212769,0.0003158152,0.0003022285,0.0002209436,0.0005689624,0.0002261392,0.0005246616,0.001142254],"category_scores_gemma":[0.0005690402,0.0001246156,0.000221768,0.0004275713,0.0001883004,0.0005068164,0.0003875472,0.0003939153,0.0003602415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002199723,"about_ca_system_score_gemma":0.0003617595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001883653,"about_ca_topic_score_gemma":0.002917981,"domain_scores_codex":[0.9997408,0.00006028589,0.00002788007,0.00004210516,0.00007874829,0.00005021108],"domain_scores_gemma":[0.9997471,0.00006714927,0.00006694288,0.00001366171,0.00008174027,0.00002332256],"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":[0.0002816077,0.0001758338,0.04021078,0.0004850683,0.00002018173,0.0003986645,0.0009634093,0.0002830488,0.923245,0.00007338831,0.0001750284,0.03368808],"study_design_scores_gemma":[0.000007462005,0.002155806,0.6424758,0.0001319462,0.0000897736,0.002388203,0.005047861,0.0006247935,0.3351933,0.0002831826,0.01155815,0.00004371091],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901748,0.005178825,0.001574869,0.0005010274,0.00001826382,0.00005064943,0.0002806598,0.00001451431,0.00220637],"genre_scores_gemma":[0.985978,0.006661523,0.003541777,0.0001855631,0.00002327395,0.00005291045,0.0006165024,0.00000779596,0.002932731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001883653,"threshold_uncertainty_score":0.003821254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.179939995591865,"score_gpt":0.4093746803894917,"score_spread":0.2294346847976266,"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."}}