Rekinning Our Kinscapes
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
“Sisters Rising” is an Indigenous-led research project that centers the gender knowledge of Indigenous youth and communities. In this article, members of “Sisters Rising” build on the notion of kinscapes to propose renegade stewardship as a generative concept through which to consider what kinds of responses are required at the community-scholarly-activist level to disrupt conditions of gender-based and sexual violence and racialized poverty that strip Indigenous bodies of sovereignty, land, and cultural connections while targeting us for genocide. Operating from a multimethod research standpoint that is land- and arts-based, community-rooted, and action-oriented, that engages youth of all genders, and that links body sovereignty to decolonization, this work seeks to build political, theoretical, ceremonial, and interpersonal channels that are crucial to restoring dignity with advocacy for and by Indigenous 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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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