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Record W4413770254 · doi:10.1093/jac/dkaf223

Distribution and antimicrobial susceptibility profile of pathogens recovered from the bloodstream of Canadian patients: results from the CANWARD study (2007–23)

2025· article· en· W4413770254 on OpenAlexafffundabout
Andrew Walkty, Heather J. Adam, Melanie Baxter, James A. Karlowsky, Yazdan Mirzanejad, Philippe Lagacé‐Wiens, J. Li, George G. Zhanel

Bibliographic record

VenueJournal of Antimicrobial Chemotherapy · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicBacterial Identification and Susceptibility Testing
Canadian institutionsSurrey Place CentreSurrey Memorial HospitalUniversity of ManitobaShared HealthHealth Sciences CentreManitoba Health
FundersUniversity of Manitoba
KeywordsMicrobiologyAntimicrobialBloodstream infectionBiologyDistribution (mathematics)Mathematics

Abstract

fetched live from OpenAlex

OBJECTIVES: Bloodstream infections are associated with significant morbidity and mortality. The purpose of this study was to determine the most common pathogens causing bacteraemia among Canadian patients and to evaluate their antimicrobial susceptibility profiles. METHODS: Annually from 2007 to 2023, bloodstream isolates from patients admitted to or evaluated at Canadian hospitals were collected by sentinel laboratories (CANWARD surveillance study). Antimicrobial susceptibility testing was performed by broth microdilution. RESULTS: In total, 26 067 bloodstream isolates were obtained over 17 years of the CANWARD study (14 954 from inpatients, 11 107 from outpatients, no patient location for six isolates). The five most common pathogens were Escherichia coli, Staphylococcus aureus, Klebsiella pneumoniae, Staphylococcus epidermidis and Streptococcus pneumoniae. There was little variation in pathogen distribution over time but certain pathogens were more common among inpatients (e.g. Candida albicans, Enterobacter cloacae, Pseudomonas aeruginosa) while others were more common among outpatients (e.g. Streptococcus pyogenes, Streptococcus agalactiae). The proportion of ESBL-producing E. coli increased from 4.5% (2007-09) to 12.7% (2019-23). The proportion of ESBL-producing K. pneumoniae increased from 2.0% (2007-09) to 7.1% (2018-23). Vancomycin susceptibility among Enterococcus faecium decreased from 84.9% (2007-09) to 69.0% (2019-23). In contrast, the proportions of S. aureus that were MRSA and P. aeruginosa that had a difficult-to-treat resistance phenotype were relatively stable. CONCLUSIONS: There has been little variation in the pathogens commonly causing bacteraemia among Canadian patients over the course of the CANWARD study, but some resistant phenotypes (e.g. ESBL-producing E. coli, ESBL-producing K. pneumoniae, VRE) are being encountered more frequently in recent years.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.361
Threshold uncertainty score0.982

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.010
GPT teacher head0.232
Teacher spread0.223 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2025
Admission routes3
Has abstractyes

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