{"id":"W4392011166","doi":"10.1002/anse.202300058","title":"Antibiotic Resistance Detection in <i>Pseudomonas aeruginosa</i>: Recent Strategies, Advances, and Challenges","year":2024,"lang":"en","type":"article","venue":"Analysis & Sensing","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Research Manitoba","keywords":"Pseudomonas aeruginosa; Antibiotic resistance; Antibiotics; Pyocyanin; Antimicrobial; Medicine; Microbiology; Intensive care medicine; Biology; Bacteria; Biofilm; Quorum sensing","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":[0.002500601,0.0009087108,0.0008654267,0.002155357,0.0003125801,0.002023601,0.001149569,0.001357493,0.00126908],"category_scores_gemma":[0.001630764,0.0003719579,0.0006619346,0.001379054,0.00109621,0.002165382,0.001027978,0.001688319,0.0009402703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006812561,"about_ca_system_score_gemma":0.00108409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001152917,"about_ca_topic_score_gemma":0.001047652,"domain_scores_codex":[0.9984059,0.0004003113,0.0001024712,0.0004263361,0.0005365879,0.0001284904],"domain_scores_gemma":[0.9975898,0.0007020981,0.0004738469,0.0001126158,0.000934135,0.0001874631],"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":[0.0002596711,0.0003036699,0.0132299,0.008296782,0.000147335,0.0005241122,0.0004319924,0.001064692,0.1620122,0.007481991,0.0123823,0.7938654],"study_design_scores_gemma":[0.00004346226,0.002093708,0.02871455,0.003796858,0.0005530169,0.009178018,0.002256276,0.0170522,0.2798076,0.01348909,0.6425782,0.0004370012],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03223141,0.908689,0.03920351,0.009460528,0.00100273,0.00009130147,0.0002433455,0.0003831042,0.008695024],"genre_scores_gemma":[0.2451259,0.6945584,0.04667965,0.004684448,0.002224431,0.0001565599,0.0004962428,0.00008398724,0.005990354],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002500601,"threshold_uncertainty_score":0.01322454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01203164795466223,"score_gpt":0.2545864052298156,"score_spread":0.2425547572751534,"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."}}