Traditional Veterinary in Rural Tamil Nadu
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
Nearly two-thirds of the world’s rural poor depend on livestock as a critical component of their livelihood. Modern ethnoveterinary health delivery is not easily accessible for the rural population, who still depends on traditional medicinal practices. India has rich ethnoveterinary health traditions. Nevertheless, these practices are facing the threat of rapid erosion. The vast majority of the medicinal plants used in veterinary in India have been studied from a pharmacological point of view. These studies, although giving important insights into the local traditional ethnoveterinary medicine in terms of the therapeutical value of the plants, fail however to portray the socioeconomic impact of this form of medicine on local communities. This article aims to overcome this shortcoming by analyzing the socioeconomic and health values of medicinal plants among the rural communities in Tamil Nadu, India, as well as their role in human health.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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) | 0.000 | 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