Human Babesiosis Caused by Babesia odocoilei: Hiding Behind a Mask
Bibliographic record
Abstract
Background: Human babesiosis is a tick-transmitted, zoonotic disease caused by a single- celled, intraerythrocytic parasite of the genus Babesia. In North America, Babesia odocoilei is the predominant Babesia species, and has considerable medical and economic dysfunction. Sequestering Babesia spp. form occlusions and blockage in capillaries, and are recalcitrant to treat. Methods: This international human babesiosis study encompassed 113 participants from Canada and the USA. A professional phlebotomist drew blood from each participant. The human study protocol was approved by WCG IRB, an international ethical review board. Nucleic acid detection was used to carry out Babesia identification. Results: Since participants had been taking antibabesials before blood draw, nucleic acid detection of B. odocoilei was thwarted. Most participants had an array of clinical symptoms associated with human babesiosis. On the consent form, the most common symptoms were unrelenting fatigue, muscle or joint ache, sleep disturbance, brain fog, and slow/impaired cognition. Conclusion: Babesia odocoilei-infected I. scapularis are playing havoc with patients’ lives. The 18S rRNA gene is not stable when the patient has been on babesial treatment prior to blood draw. Nucleic acid detection results are unreliable when patients have previously taken antibabesials.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".