The Introduction of Tick-Resistant Gardening Practices Whilst Protecting the Environment
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
Lyme disease is a vector-borne infectious disease from the bacteria Borrelia burgdorferi (B. burgdorferi), which is typically transmitted by ticks. In recent years, Lyme disease has been on the rise in Canada, particularly in Eastern Ontario. As the incidence of Lyme infection is steadily increasing, there is an urgent need for an initiative to help quell the spread by reducing transmission from pathogen-carrying ticks to humans and non-human animals. The challenge lies in implementing an initiative that effectively prevents Lyme transmission without harming the human population, ticks and other non-human animals, or the environment. The proposed solution involves an information booth at a local community market and a gardening initiative that teaches residents the benefits of, as well as how to construct, a tick-repellant backyard in their Kingston, Ontario, neighbourhood, as this region has been identified as a hotspot for Lyme disease. By educating residents with respect to transmission reduction through personal protective strategies and promoting tick-resistant landscaping practices, the hope is that Kingston and the surrounding area will see a reduction in the incidence of Lyme disease.
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.
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 | 0.002 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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