Living on the Land: Indigenous Womenâs Understanding of Place
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
An extensive body of literature on Indigenous knowledge and ways of knowing has been written since the 1980s. This research has for the most part been conducted by scholars operating within Western epistemological frameworks that tend not only to deny the subjectivity of knowledge but also to privilege masculine authority. As a result, the information gathered predominantly reflects the types of knowledge traditionally held by men, yielding a perspective that is at once gendered and incomplete. Even those academics, communities, and governments interested in consulting with Indigenous peoples for the purposes of planning, monitoring, and managing land use have largely ignored the knowledge traditionally produced, preserved, and transmitted by Indigenous women. While this omission reflects patriarchal assumptions, it may also be the result of the reductionist tendencies of researchers, who have attempted to organize Indigenous knowledge so as to align it with Western scientific categories, and of policy makers, who have sought to deploy such knowledge in the service of external priorities. Such efforts to apply Indigenous knowledge have had the effect of abstracting this knowledge from place as well as from the world view and communityâand by extension the genderâto which it is inextricably connected.Living on the Land examines how patriarchy, gender, and colonialism have shaped the experiences of Indigenous women as both knowers and producers of knowledge. From a variety of methodological perspectives, contributors to the volume explore the nature and scope of Indigenous womenâs knowledge, its rootedness in relationships both human and spiritual, and its inseparability from land and landscape. From the reconstruction of cultural and ecological heritage by Naskapi women in Québec to the medical expertise of Métis women in western Canada to the mapping and securing of land rights in Nicaragua, Living on the Land focuses on the integral role of women as stewards of the land and governors of the community. Together, these contributions point to a distinctive set of challenges and possibilities for Indigenous women and their communities.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.037 | 0.001 |
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