Bibliographic record
Abstract
The Gayatri is a ubiquitous Vedic verbal ritual formula (mantra) in Brahmanical traditions and the modern period of Hinduism. This essay traces the Gayatri’s changing theological backgrounds, ritual contexts and political uses in the modern period. It seeks to understand the history of the Gayatri’s transformations in modern India, and questions how the Gayatri transitioned from a private initiation ritual in Vedic Brahmanical culture to a popular public mantra. Hindu reform movements at the turn of the twentieth century provide important clues for how the mantra may have become more public, particularly through reconversion rituals (suddhis) to Hinduism regardless of gender, religion, or caste. Reconversion rituals contributed to removing the Gayatri from the jurisdiction of orthodox Brahmanical authorities, and transformed it from a central symbol of twice-born Vedic identity into a broader symbol of Hindu identity. In some cases, the Gayatri is now universalized as a secular mantra in India, though one that maintains tacit Hindu or Indian nationalist identities.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.011 | 0.016 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".