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Record W6949784531 · doi:10.5281/zenodo.15804171

India in Girmitya Memory: A Literary Reflection on the Capildeo Family

2025· book-chapter· en· W6949784531 on OpenAlexaboutno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typebook-chapter
Languageen
FieldArts and Humanities
TopicPostcolonial and Cultural Literary Studies
Canadian institutionsnot available
Fundersnot available
KeywordsDiasporaEmigrationEmpireGovernment (linguistics)ImmigrationBritish EmpirePoetry

Abstract

fetched live from OpenAlex

Abstract Diaspora” (from the Greek word for “scattering”) refers to the dispersion of people from their homeland. Diaspora literature are works that are written by authors who live outside their native land. The Indian Diaspora is one of the largest Diasporas in the world. Indians have a long history of emigration to other parts of the world. The Indian indenture system was a system of indentured servitude. About two million Indians were transported to labour in European colonies, as a substitute for slave labour. The system expanded after abolition of the Slavery in the early ninteenth century, British Empire in 1833, in the French colonies in 1848, and in the Dutch Empire in 1863. Indian indentureship lasted till the 1920s. This resulted in the development of a large Indian diaspora in the Caribbean, Natal, Mauritius, Sri Lanka, Malaysia, Myanmar, to Fiji, as well as the growth of Indo-Caribbean, Indo-African, Indo-Fijian, Indo-Malaysian, and Indo-Singaporean populations. The term “girmitya" is a malapropism of an English word “agreement, referring to the Agreement of the British Government with the Indian. Indo-Caribbeans or Indian-Caribbeans, are people of Indian descent who live in the Caribbean. They are mostly descendants of the original Jahaji Indian indentured workers. Indo-Caribbeans have migrated to the United States, Canada, the Netherlands, France, the United Kingdom and Ireland. The Capildeo family is an Indo-Trinidadian family, 2001 Nobel laureate V. S. Naipaul and mathematician and politician Rudranath Capildeo are most notable members of this family. Pundit Capildeo, travelled to Trinidad as an indentured labourer in 1894 from his village in Uttar Pradesh. This paper concerns with the study of Capildeo family in terms of their representation of India in Literature.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.019
Threshold uncertainty score0.053

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.004
Science and technology studies0.0190.016
Scholarly communication0.0090.003
Open science0.0020.007
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0050.001

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.

Opus teacher head0.062
GPT teacher head0.234
Teacher spread0.172 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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
Published2025
Admission routes1
Has abstractyes

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