{"id":"W1984693521","doi":"10.1016/j.tim.2011.04.005","title":"Pseudomonas aeruginosa: all roads lead to resistance","year":2011,"lang":"en","type":"review","venue":"Trends in Microbiology","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1289,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Resistome; Biology; Pseudomonas aeruginosa; Biofilm; Microbiology; Swarming motility; Swarming (honey bee); Antibiotics; Antibiotic resistance; Mutant; Bacterial outer membrane; Quorum sensing; Bacteria; Gene; Genetics; Escherichia coli","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":[0.0007482422,0.001147833,0.001478253,0.001097155,0.0003394939,0.001708537,0.000885491,0.002515872,0.003882329],"category_scores_gemma":[0.001125585,0.0003047033,0.0003653332,0.001566397,0.0009834184,0.002004141,0.001075371,0.00295774,0.002730849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006932955,"about_ca_system_score_gemma":0.00120005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009561928,"about_ca_topic_score_gemma":0.001871933,"domain_scores_codex":[0.9996835,0.00004953135,0.00003070325,0.00005430085,0.0001447413,0.00003714757],"domain_scores_gemma":[0.9995772,0.0001429671,0.00006324402,0.00001539552,0.000139012,0.00006207947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007448233,0.00005305497,0.0001504375,0.006191886,0.00004340081,0.0001642838,0.00004299794,0.0001969611,0.004172933,0.004161974,0.05852606,0.9262214],"study_design_scores_gemma":[0.00002069482,0.00008064962,0.0006205935,0.001860827,0.00006066697,0.0005769978,0.00006909265,0.00008660738,0.0007859888,0.003224403,0.9925971,0.00001638353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001294403,0.995967,0.00027432,0.001878003,0.0006817105,0.000003384019,0.00001631097,0.00001265875,0.001037085],"genre_scores_gemma":[0.0008336013,0.9964147,0.0002258788,0.0008438169,0.0006319402,0.000006274375,0.00001897393,0.000001880454,0.001022935],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003882329,"threshold_uncertainty_score":0.01298767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0435767434248896,"score_gpt":0.3148767395638631,"score_spread":0.2712999961389735,"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."}}