Bibliographic record
Abstract
In 1977, after years of failed socialism and the nationalization of the economy, a newly elected government of Sri Lanka with a pro-Western diplomatic tilt jumpstarted what was avowedly championed as a capitalistic “open economy.” The new government initiated large-scale development schemes, including the construction of several reservoirs and irrigation projects by Britain, Sweden, Germany, and Canada. Other plans included establishing free-trade zones and nurturing what would become the spectacular growth of the nation’s tourist industry. The consequence of the “open economy” was rapid social change, particularly in the Sinhala regions of the country. Westerners seemed to swarm over the island. In the following essay, I reflect on how social change impacts religious culture, specifically focusing on how this change registered at the most important ritual and pilgrimage site for Sinhala Buddhists: the Dalada Maligava (“Temple of the Tooth-Relic”) in Kandy, the last of the traditional royal capitals. I also observe how social change in Sri Lanka is sanctioned by its rationalized associations with the Buddha.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.011 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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".