Indian diaspora, caste and public diplomacy: a study of digital diaspora
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article critically engages with the conceptual framework of diplomacy and the question of caste. Although Nehruvian foreign policy enunciated the spirit of anti-colonialism, anti-racial discrimination, and anti-imperialism, it failed to uphold anti-caste diplomacy in post-colonial International Relations. The caste system eclipsed Indian foreign policy by treating Dalits as ‘docile bodies’ (Foucault 1979). An increasing role of Indian diaspora in foreign policy discourse has established a new typology of diplomacy, ‘people-to-people’ relations in India’s transnational communication. Long ago, Dr. B.R. Ambedkar had warned that although caste is a local problem, if the caste Hindus were to migrate to other regions on the earth, it would become a global problem. In such context, this article examines the role of digital diaspora networks in legislating anti-caste laws and policies in UK, EU, USA, and Canada. Eventually, it provides a perspective on the lack of diplomatic protection for Dalits in the international relations.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it