Benefiting Remote Tibetan Communities with Solar Cooker Technology
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
In the remote northwestern Chinese province of Qinghai (Tibetan plateau), the Tibetan people struggle to gather yak dung, wood, straw, and other fuels for heating, boiling, and cooking—the basic necessities for survival. Over the past seven years, extreme cold (-35°C) and drought has had a significant effect on the environment, the Tibetan people, and the livestock and crops upon which these people depend. The environment has become increasingly denuded and many Tibetans, both farmers and herders, are caught in a vicious cycle of destitution. The use of solar cookers as a partial substitute for dung, wood, bushes and straw has helped alleviate this cycle. This paper reports on the accrued benefits to remote Tibetan communities following a program of solar cooker introduction to 48 such recipient communities. Work carried out in 2003 primarily by Tibetan students studying in an English Training Program, at the Qinghai Nationalities Teacher's College, Qinghai Normal University, Xining City, PRC (supported by the Canada Fund) combined with observations over three visits to the region in 2003 and 2004 are discussed.
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 | 0.001 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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