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
Abstract: "The Stonewailers" is an excerpt from Joshua Whitehead's forthcoming apocalyptic novel of the same name. The novel is Whitehead's foray into Indigenous literary futurisms with a strong focus on queer Indigenous/Two-Spirit epistemologies and disability. The novel follows Stone (Cree/Nêhiyaw) and Pin (Anishinaabe), both of whom are Two-Spirit, as they travel from the Blackfoot Confederacy (Alberta) to Star Mound (Manitoba). The novel details Whitehead's research into both Nêhiyaw and Anishinaabe epistemologies regarding bagonegiizhig (Anishinaabemowin) and pâkwan kîsik (Nêhiyâwewin), or the "holes in the sky" from which some of our creation stories emerge. In The Stonewailers , Whitehead further interrogates Cree and Anishinaabe cosmologies, with a particular interest in pihêsiw/animkiig (thunderbirds) and mishipeshu (the underwater lynx).
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.007 | 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 | 0.003 |
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