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
While the linguistic influence of India’s indigenous languages on the Indo- Aryan language (IA) is well understood, the cultural impact of the autochthonous Munda, Dravidian and Tibeto-Burman speaking peoples is much harder to evaluate, due to the lack of indigenous coeval records, and later historicization of the Buddha’s life and teachings. Nevertheless, there are cultural remnants of the indigenous belief systems discoverable in the Buddhist scriptures. In this article we examine 1) The longstanding hostility between the IA immigrants and the eastern ethnic groups, especially the Buddha’s Sakya clan. 2) The Sakyas’ socio-political organization, religious and cultural values which differ significantly from those of the immigrants. 3) The concept of the Mah?puru?a which was likely an historicization of an indigenous Indian belief. 4) Indigenous belief structures like serpent- and tree-worship and the culture of sacred groves, and 5) Indigenous funeral rites in the story of the Buddha’s parinibb?na.
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 | 0.001 |
| 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