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
Ethnicity and race are imprecise social constructs. Many contemporary Pagans tend to identify their beliefs and practices with one or several European pre-Christian cultures. This aspect of Pagan reconstruction carries notions of implicit ethnic and cultural allegiance, irrespective of whether this phenomenon is conscious or deliberate in the minds of Pagans. This article is an exploration of the causes of the dissonance between the Pagan ideal of inclusiveness and diversity and the fact that contemporary Paganism tends to attract people of mostly European descent. The following is a discussion of how the processes involved in the construction of a Pagan religious identity are the main culprits causing this dissonance, which leads to an accidental ethnic near homogeneity among Pagans. This article is the result of several years of observing the Pagan communities in the city of Montreal, and most recently, in the Canadian National Capital Region, which became my home in 2003.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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