Tick-Borne Pathogens Anaplasma phagocytophilum, Babesia odocoilei, and Borrelia burgdorferi Sensu Lato in Blacklegged Ticks Widespread across Eastern Canada
Bibliographic record
Abstract
Blacklegged ticks, Ixodes scapularis, can transmit single or multiple infections during a tick bite. These tick-borne, zoonotic infections can become chronic and cause insidious diseases in patients. In the present tick-pathogen study, 138 (48.9%) of 282 ticks collected from 17 sites in 6 geographic area in eastern Canada harbored various combinations of Borrelia burgdorferi sensu lato (Lyme disease), Anaplasma phagocytophilum (human anaplasmosis), and Babesia spp. (human babesiosis). Overall, 167 microbial infections were detected and, of these, 25 ticks had co-infections and two ticks had polymicrobial infections. The prevalence of Babesia spp. was 15.2%, and the ratio of Babesia odocoilei to Babesia microti was 41 to 1 with this sole B. microti being detected in Nova Scotia. Notably, we provide the first documentation of B. odocoilei in the Maritimes. Eastern Ontario had an infection prevalence for B. odocoilei of 25%-the highest among the areas surveyed in this study. By far, the predominant Babesia sp. was B. odocoilei. Based on our findings, health-care practitioners need to recognize that I. scapularis ticks removed from patients may be carrying multiple tick-borne pathogens.
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How this classification was reachedexpand
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".