Four genomic clades of <i>Candida auris</i> identified in Canada, 2012–2019
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Candida auris is an emerging yeast that is associated with antifungal resistance and healthcare-associated outbreaks. From 2012 to 2019, there were 24 known cases of C. auris colonization or infection in Canada. Isolates were from axilla/groin (n = 6), ear (n = 5), blood (n = 4), toe (n = 2), and a variety of other sites (n = 7). Canadian isolates belonged to the four main genomic clades: Clade I (formerly called South Asian clade, n = 12), Clade II (East Asian, n = 3), Clade III (African, n = 4), and Clade IV (South American, n = 5). Isolates within each clade were clonal; however, whole genome sequencing may be helpful in identifying clusters within healthcare facilities. LAY SUMMARY: The fungal pathogen Candida auris has caused many hospital outbreaks and is often multidrug resistant. All four major strains of C. auris were identified in Canada from 2012 to 2019. Genomic epidemiology may be useful for identifying and reducing transmission of C. auris within hospitals.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it