{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002746257,0.0004608704,0.0009246496,0.0007593281,0.0002862213,0.0002820328,0.0009786747,0.0004877457,0.0002401665],"category_scores_gemma":[0.0006111594,0.0004763616,0.0001483661,0.002819595,0.0004039576,0.0005416429,0.0007625464,0.001660677,0.00007145105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006549222,"about_ca_system_score_gemma":0.0001416768,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009455962,"about_ca_topic_score_gemma":0.0223737,"domain_scores_codex":[0.9953736,0.0003770046,0.001278616,0.00139885,0.0007887786,0.0007831468],"domain_scores_gemma":[0.9975448,0.001160846,0.0002770382,0.000593602,0.00004869321,0.000375036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005674851,0.003240666,0.9374292,0.006184301,0.0004658275,0.0003040293,0.004190127,0.002036103,0.02255572,0.01200889,0.003638485,0.002271802],"study_design_scores_gemma":[0.002986408,0.000390284,0.9463975,0.002485695,0.0001854287,0.000008805489,0.004015629,0.00262388,0.02520561,0.007503211,0.006477312,0.001720214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814661,0.0008628698,0.000007679816,0.001185204,0.0001019975,0.001094482,0.0003568782,0.00002779177,0.01489706],"genre_scores_gemma":[0.990676,0.001957984,0.00005615502,0.00007725889,0.00007587654,0.00007410467,0.00009152638,0.00005933458,0.006931723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02142811,"threshold_uncertainty_score":0.9997688,"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."}}