Bibliographic record
Abstract
distinctive Ram statue was used in Hyderabad, Telangana, in the annual shobha yatra (grace procession) between 2012 and 2018 for the occasion of Ram Navami, the festival of Ram's birthday. 1This festival occurs each year in the larger program of Spring Navratri.Yatra translates from Hindi as "procession," and is used to refer to both religious and political variants, while shobha commonly translates as "grace."The two terms together highlight the religious aspects of the procession and its place in the ritual calendar.The first public shobha yatra in Hyderabad occurred in 2010.Previously, it was a more relaxed affair that was celebrated in private.This change occurred in response to the Milad-un-Nabi celebrations of the Hyderabadi Muslim community becoming public for the first time in 2010, just a few weeks before that year's Ram Navami. 2 The last yatra I have information about is 2018.Personal and academic factors made it impractical to continue to follow the Hyderabadi yatra after this date.However, the impact of pandemic restrictions on the yatra would be fascinating to discuss.A cursory search suggests that there were some changes made to Ram's face in post-pandemic 1.
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How this classification was reachedexpand
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".