Assessing Ethno-Ecology of Women in Nepal: Practices and Perspectives
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
Women mostly involve in raring and caring natural resources in their daily life. This paper intends to explore the practices and perspectives of Nepali women on ecology conservation in relation to ecological, socio-cultural and religious perspectives. For environmental degradation, women's resource management plays a vital role in ecology conservation. As a qualitative research approach, field observation, focus group discussion, and in-depth interviews with women in the community were the methods of collecting necessary information. Nepali women involve in the collection and management of plant resources inappropriately. Therefore, their perspective and practice can play an important role to minimize the rapid degradation of the environment regarding with management of plant resources. The theoretical literature review consists of movements on environment conservation in the world and in Nepal. No doubt, the message of their contribution will be the lesson to the world for the protection of environment as well as to support and meet the slogan of “local act global think” to save the nature.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| 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