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
This article examines a newly discovered and recently published Sanskrit manuscript of the Jayamatiparipṛcchāsūtra (“Inquiry of Jayamati”) and documents its relationship, previously unrecognized, as part of the Śūraṃgamasamādhisūtra (“The Concentration of Heroic Progress”). While both texts are classified as Mahāyāna sūtra s, the Jayamatiparipṛcchā depicts its content as spoken by the Buddha while the Śūraṃgamasamādhi represents exactly the same content, spoken by Jayamati, as a “lower” view of the Buddha’s teachings. As the modern study of Mahāyāna sūtra literature has produced only a handful of confirmed cases of shared textual material between sūtra s, the identification documented here provides important evidence for how authorial communities compiled and redacted “Mahāyāna” Buddhist texts.
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 | 0.000 | 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 | 0.000 |
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