Bibliographic record
Abstract
The progress of indigenous women is very important for poverty abolition, attainment of justifiable development and the fight against gender-based violence. Unfortunately, gender discrimination and violence on women is a common problem in every part of the world. In spite of the various developments in all walks of life, cruelty on women is a continuing grief. Destructions of their cultural rights tend to create spiritual violence against aboriginal women. While the Declaration on the Rights of Indigenous Peoples drew special consideration to the requirements and mainly, constitutional rights of indigenous women are called for action to defend them from violence. In spite of, more than one in three aboriginal women are assaulted during their lifetime. Lee Maracle, a world-renowned Native woman writer of Canada, had authored innumerable critically acclaimed literary works which brings out the tribulations faced by the Canadian native women. In her writings, she addresses issues concerning aboriginal women of North America. Through her writings she attempts to achieve liberation of women from the age-old power and tyranny by men. In her biography I Am Woman, she focuses on male- domination and Native women’s subjugation. They lose their individuality and identity and protest for their colour and voices of the people. There is a social prejudice between the Canadian natives and white people. Maracle emphases the Canadian aboriginal legitimacy. She says about the final journey of Native people which ends with liberation. She is one among the Natives whois brutally attacked by the intruders. Maracle concludes the Indigenous People need to rejoice their past because in doing so, it helps to raise their cultures. Celebrating their history stimulates selfimportance in being Indigenous.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.023 | 0.003 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".