Bibliographic record
Abstract
This article is an analysis of the political thought of Bhimrao Ambedkar, anti-caste activist, author of the Indian constitution and first law minister of independent India. His personal writings are analyzed, and the origins of his ideas are situated within larger contexts- both national and international. He was representative of the increased radicalism of the Indian nationalist movement in the 1920s and 30s, but he stood apart from the mainstream of the movement on key issues. Above all, the most formative influence on his political philosophy was the fact that his experience of interwar India was mediated through his position at the lower rungs of the caste hierarchy. He brought his unique perspective to bear on some of the most pressing topics that radical nationalists were debating in the interwar period: communism and political economy, defining nationhood, and the caste system. A discussion of Ambedkar’s views on these three key subjects forms the analytical basis of this article, with an eye towards the continued relevance of his thought.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.010 | 0.013 |
| Scholarly communication | 0.013 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.007 |
| Insufficient payload (model declined to judge) | 0.005 | 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".