Women in panchayath raj institutions: a new tool for political participation
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 political participation topic is current issue in all over the world. According World human Development Index 2015 report Sweden, Denmark, Norway, Netherlands, Canada, Finland, Australia and Switzerland are the best countries for Women. India stands 130th rank in same report. What is it means? Specialist says that Educational, Economical, and political areas are needed to achieve women empowerment. Political women empowerment is most complicated area. But it is very much needed. So what is the situation of political empowerment of women in India? I am trying to find the answer in this article. It is talks about women how participating in Indian mainstream political of two levels one is upper and another one are Panchaythi levels. Statistical and analytical details are available but it is not a comparative article. But the statistics shows deference and scope between reservation and non reservation political areas for women. The main focus is on ‘objective and current status of women political scenario in India.
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 | 0.001 | 0.000 |
| 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