Racism in India: Equality Constitutionalism and Lego-Institutional Response
Bibliographic record
Abstract
Racism is a reality and it is being perennially practiced and blatantly bloated in all societies across the geo-political spectrum in World Wide Web of equality, liberty and fraternity. Racism attacks all-encompassing normative system and erodes all aspects of human values in life. Primarily, racism is the most callous and conspicuous negation of human equality ordained by the collective wisdom in divinities, spiritualties and mundanities. However, the citadels of racism are still alive and kicking in every nook and corner of the world and India is not an exception. Despite the fact, India has been a victim since its existential history of staggering stages of colonialism and imperialism whereunder racism was the inalienable part of governance trajectory. Though, today Indians in US, UK, Canada, Australia and other parts of the world are being subjected to racial crimes attributable to the emerging trends of far right-wing political discourse in these countries. Even then India is still indulges with this profane practice with impunity.
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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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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".