Innovation in Traditions of Transformation: A Preliminary Survey of a Quarter Century of Change in the<i>Bāhāḥs</i>and<i>Bahīs</i>of the Kathmandu Valley
Bibliographic record
Abstract
The Newar monastic compounds of the Kathmandu Valley (bāhāḥs and bahīs) are the centres of what is arguably the world's oldest continuously practised form of Buddhism. This article presents a preliminary analysis of a survey that revisited these compounds 25 years after the publication of John Locke's exhaustive study in order to understand how these fundamental institutions of Newar Buddhism have been affected by the radical transformations that Nepalese society has undergone since then. It suggests that Newar practitioners of the dharma have often expressed their devotion in ways that are at once traditional and vitally innovative, transforming these compounds as well as the means through which they transform them in myriad ways. The conspicuous democratisation of sponsorship of ‘repairs’ has resulted in alterations that conform to notions of authenticity—old and new, Newar and foreign—as well as deliberate departures from tradition.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".