MétaCan
Menu
Back to cohort
Record W4385639810 · doi:10.32381/ifaj.2022.17.1-2.6

Attempted Revival of the Khalistan Movement Abroad: Challenges to Indian Diplomacy

2023· article· en· W4385639810 on OpenAlexaboutno aff
Kriti M. Shah

Bibliographic record

VenueINDIAN FOREIGN AFFAIRS JOURNAL · 2023
Typearticle
Languageen
FieldArts and Humanities
TopicSouth Asian Studies and Diaspora
Canadian institutionsnot available
Fundersnot available
KeywordsDiplomacyDiasporaPolitical scienceSovereigntyState (computer science)Political economyAmbivalenceLawEconomic historySociologyHistoryPolitics

Abstract

fetched live from OpenAlex

The paper looks at the Khalistan movement, amidst the recent hunt and arrest of radical preacher Amritpal Singh. It studies how the movement has changed since the campaign for a sovereign Sikh state went global in the 1970s; and what the demand for Khalistan entails today. It studies the role the Sikh diaspora in the United Kingdom, Canada, Australia and the United States has played; and how recent events, particularly, protests at Indian High Commissions in these countries reflects the ambivalence of India’s ‘allies’ towards the separatists. The paper argues that while the nature of the threat posed by Khalistani separatists is much milder today than it was decades ago, the challenge for the Indian government will be the influence of the Sikh diaspora on foreign politicians and New Delhi’s ability to discredit the movement abroad.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.599
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.039
GPT teacher head0.264
Teacher spread0.226 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueINDIAN FOREIGN AFFAIRS JOURNALSame topicSouth Asian Studies and DiasporaFrench-language works237,207