{"id":"W4281771283","doi":"10.1128/spectrum.01024-22","title":"Liverpool Epidemic Strain Isolates of Pseudomonas aeruginosa Display High Levels of Antimicrobial Resistance during Both Planktonic and Biofilm Growth","year":2022,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Guelph","funders":"Canadian Institutes of Health Research; Government of Canada","keywords":"Biofilm; Pseudomonas aeruginosa; Microbiology; Biology; Antibiotics; Antibiotic resistance; Antimicrobial; Multidrug tolerance; Bacteria; Drug resistance; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002278364,0.0004211602,0.0004130934,0.0005734412,0.0004828161,0.0006244747,0.0001859937,0.0004270709,0.002381971],"category_scores_gemma":[0.0006671724,0.0003225736,0.0001487959,0.0007442559,0.0003044739,0.0002661333,0.0007074181,0.0006646459,0.0007254916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003578782,"about_ca_system_score_gemma":0.0003122959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01083145,"about_ca_topic_score_gemma":0.01472832,"domain_scores_codex":[0.9994262,0.00007139075,0.00004026894,0.00008616889,0.000202057,0.0001738798],"domain_scores_gemma":[0.9994253,0.00007412887,0.000201889,0.00004706578,0.0001577128,0.00009386223],"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":[0.0004408543,0.00009126575,0.03581673,0.0001029078,0.00001610924,0.000865493,0.0006164047,0.00005346257,0.9543614,0.00009004141,0.001177601,0.006367665],"study_design_scores_gemma":[0.00004009847,0.0008971915,0.8565028,0.00004182174,0.00003737631,0.004889145,0.001578863,0.00038067,0.1313663,0.0001761268,0.004026836,0.00006274015],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963947,0.0004095215,0.0003090582,0.0001736808,0.000006547168,0.00002290597,0.0005211377,0.00005755695,0.002105049],"genre_scores_gemma":[0.9955319,0.0003058734,0.0005533335,0.0001643353,0.00001199511,0.00003464924,0.001009718,0.0000258402,0.002362238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01083145,"threshold_uncertainty_score":0.02153683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005896043615904513,"score_gpt":0.1999536974541576,"score_spread":0.194057653838253,"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."}}