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
Primary data gathering for this work included participant observation research at the procession of Nerthus at Well and Tree Gathering in May of 2018 and 2019 at Raven’s Knoll, a privately-owned campground and dedicated Pagan festival site in eastern Ontario. It draws upon a larger research project on inclusive Canadian Heathen ritual practices and environmental values. Well and Tree Gathering includes Pagans of various types, but is largely run by Heathens, and prominently features the Heathen deity Nerthus. Practitioners conduct a reconstructionist revival of the procession of Nerthus based on Tacitus’ description of such events in Germania, which included human sacrifice. Contemporary Heathens revere Nerthus as a primordial power, process her veiled figure through the campground, and give her offerings in a sacred body of water. Giving these offerings operationalizes the values of inclusion and sharing, and contributes to the formation of ecological conscience through relational ontology.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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