{"id":"W2162104953","doi":"10.1128/aac.00469-10","title":"Prevalence of Antimicrobial-Resistant Pathogens in Canadian Hospitals: Results of the Canadian Ward Surveillance Study (CANWARD 2008)","year":2010,"lang":"en","type":"article","venue":"Antimicrobial Agents and Chemotherapy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":170,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; St. Boniface Hospital; Health Sciences Centre","funders":"Pfizer Canada; Astellas Pharma; Health Canada; University of Manitoba; Pfizer; London Health Sciences Centre; University of Alberta","keywords":"Tigecycline; Microbiology; Meropenem; Linezolid; Methicillin-resistant Staphylococcus aureus; Ertapenem; Colistin; Streptococcus pneumoniae; Medicine; Amikacin; Klebsiella pneumoniae; Piperacillin; Staphylococcus aureus; Antibiotic resistance; Biology; Vancomycin; Pseudomonas aeruginosa; Antimicrobial; Antibiotics; Escherichia coli; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005264992,0.0002541241,0.0004384074,0.0001860936,0.0002635901,0.00001926817,0.0005002213,0.0003046787,0.0001233237],"category_scores_gemma":[0.00005935978,0.0001910792,0.0001107907,0.0002965184,0.0005260748,0.0000514039,0.00004949149,0.0003632743,0.000009051887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005761043,"about_ca_system_score_gemma":0.0006541224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8027827,"about_ca_topic_score_gemma":0.9806402,"domain_scores_codex":[0.9981509,0.0001475334,0.000584311,0.0004338635,0.00006401075,0.0006193749],"domain_scores_gemma":[0.9989273,0.00004071153,0.0002641736,0.0005461771,0.0001245792,0.00009705083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001961888,0.000225666,0.7254295,0.0001051389,0.000109175,0.00001258954,0.001418807,0.000002249831,0.26246,0.00002935318,0.009567249,0.0004440152],"study_design_scores_gemma":[0.002281412,0.0001032228,0.9315518,0.000144042,0.00002386162,0.00001212175,0.000117531,0.000001497145,0.05468869,0.000005308646,0.01083159,0.0002389991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952255,0.0001421824,4.116213e-7,0.001909464,0.0006565212,0.000635336,0.0009602619,0.000008984051,0.0004612967],"genre_scores_gemma":[0.997698,0.0005462967,0.00003547251,0.000742737,0.00002219889,0.000001981224,0.00002070315,0.00002516686,0.000907454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2077713,"threshold_uncertainty_score":0.7791983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006294098797426473,"score_gpt":0.2201797681812327,"score_spread":0.2138856693838062,"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."}}