{"id":"W4310551922","doi":"10.1093/jacamr/dlac122","title":"Antimicrobial resistance patterns of bacterial pathogens recovered from the urine of patients at Canadian hospitals from 2009 to 2020","year":2022,"lang":"en","type":"article","venue":"JAC-Antimicrobial Resistance","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"South East Regional Health Authority; Jewish General Hospital; Public Health Agency; University of Alberta; Public Health Agency of Canada; University of Manitoba; London Health Sciences Centre; Hamilton Health Sciences","keywords":"Ciprofloxacin; Proteus mirabilis; Microbiology; Broth microdilution; Sulfamethoxazole; Nitrofurantoin; Medicine; Antimicrobial; Trimethoprim; Enterococcus faecalis; Klebsiella pneumoniae; Ertapenem; Urine; Outpatient clinic; Pseudomonas aeruginosa; Enterococcus; Staphylococcus aureus; Meropenem; Antibiotic resistance; Biology; Escherichia coli; Antibiotics; Internal medicine; Minimum inhibitory concentration; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005844941,0.0004325463,0.0004634605,0.002068798,0.001738681,0.001139175,0.0009671305,0.0004405191,0.001264887],"category_scores_gemma":[0.002135035,0.0002626787,0.0005024682,0.003261454,0.0005123734,0.0003277292,0.0006666289,0.0004540449,0.0001564062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01654404,"about_ca_system_score_gemma":0.01828364,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9624078,"about_ca_topic_score_gemma":0.9806615,"domain_scores_codex":[0.9983343,0.00006696224,0.0001069176,0.0002338982,0.0008131573,0.0004446841],"domain_scores_gemma":[0.9973606,0.00008517982,0.0004864723,0.00003725897,0.001554157,0.0004761513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001567668,0.00003055354,0.9912451,0.00007812088,0.0000467332,0.0001754021,0.000452057,0.0001016312,0.001121769,0.00003389721,0.00109514,0.005462831],"study_design_scores_gemma":[0.000002934466,0.00004810629,0.997946,0.00002365431,0.0000165302,0.0001071002,0.0006508032,0.0001043653,0.0002241997,0.000004652469,0.0008636806,0.00000798759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894542,0.001212276,0.0001016772,0.0002513573,0.00001952979,0.00005615357,0.006494279,0.00001464894,0.002395806],"genre_scores_gemma":[0.994768,0.000611893,0.000276941,0.0001593949,0.00001113284,0.00001784058,0.00332042,0.000004520581,0.0008297028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03759223,"threshold_uncertainty_score":0.120036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006879963295214671,"score_gpt":0.2098697721681099,"score_spread":0.2029898088728952,"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."}}