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
Korea has an unusually diverse religious culture. In the north, Juche, which has taken on religious overtones, monopolizes articulations of beliefs and values as well as ritual practice. In the south, no single religion dominates, with over half saying that they have no specific religious affiliation. The remainder report being Protestant, Buddhist, and Catholic. Smaller in number but nonetheless noticeable are members of Korea's many home-grown new religious movements. Reflecting South Korea's religious diversity, some of those new religions have Buddhist roots, some have Christian origins, some draw on Confucian beliefs and practices, and some have emerged from Indigenous religious traditions such as shamanism. This Element examines the most noticeable of Korea's new religions to discover what they can tell us about distinctive traits of religion in Korea, and how Koreans have responded to the challenge posed by modernity to their traditional beliefs and values.
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 | 0.000 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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