{"id":"W4207004680","doi":"10.1055/s-0041-1740109","title":"Pseudomonas aeruginosa Pneumonia: Evolution of Antimicrobial Resistance and Implications for Therapy","year":2022,"lang":"en","type":"article","venue":"Seminars in Respiratory and Critical Care Medicine","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Pseudomonas aeruginosa; Pneumonia; Antimicrobial; Intensive care medicine; Antibiotic resistance; Hospital-acquired pneumonia; Ventilator-associated pneumonia; Empiric therapy; Antibiotics; Internal medicine; Microbiology; Pathology; Bacteria","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":[0.001550874,0.0002589997,0.0004910537,0.0005529299,0.0004764514,0.001947576,0.0005458036,0.002345843,0.001608747],"category_scores_gemma":[0.00428868,0.0001114995,0.0002846512,0.0005002789,0.001537168,0.001560293,0.0008632915,0.001944509,0.0005495318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082181,"about_ca_system_score_gemma":0.001180346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004240646,"about_ca_topic_score_gemma":0.0004140837,"domain_scores_codex":[0.9989539,0.0004634559,0.00006509845,0.0001442009,0.0002146028,0.0001586609],"domain_scores_gemma":[0.9987344,0.0004676032,0.0002186293,0.00007529543,0.0001720616,0.0003320831],"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":[0.0007126508,0.000589441,0.06687777,0.001194918,0.0001088525,0.01036506,0.002578059,0.0009296408,0.01495271,0.02883665,0.03652046,0.8363338],"study_design_scores_gemma":[0.0002694044,0.003217761,0.2552212,0.004903964,0.0002627759,0.07399219,0.01160242,0.004401924,0.005569674,0.09448052,0.5457751,0.0003031613],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1627383,0.5017518,0.006073067,0.2964577,0.002540541,0.0000614901,0.0001716735,0.0001983217,0.03000712],"genre_scores_gemma":[0.7499803,0.2163573,0.004336637,0.01940486,0.004826197,0.00007669707,0.0001283807,0.00007028098,0.004819284],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002345843,"threshold_uncertainty_score":0.008201897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01453844205371373,"score_gpt":0.3015789484329137,"score_spread":0.2870405063792,"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."}}