MétaCan
Menu
Back to cohort

The Bhutanese Nepali refugees: Their history, struggle, and hopes through the ages

2025· article· W4416540072 on OpenAlexaboutno aff
Chhawang Subba

Bibliographic record

VenueInternational Journal of History · 2025
Typearticle
Language
FieldSocial Sciences
TopicSociopolitical Dynamics in Nepal
Canadian institutionsnot available
Fundersnot available
KeywordsNepaliRefugeeCitizenshipHuman rightsGovernment (linguistics)Ethnic groupState (computer science)Forced migration

Abstract

fetched live from OpenAlex

The Nepali refugees from Bhutan, primarily ethnic Lhotsampas, represent one of South Asia’s most significant refugee crises. In the late 1980s and early 1990s, Bhutan's government implemented policies aimed at cultural homogenization, targeting Nepali-speaking communities through discriminatory citizenship laws, forced evictions, and human rights abuses. Over 100,000 Lhotsampas were expelled and resettled in refugee camps in eastern Nepal, where they lived in legal limbo for decades. Despite cultural ties, Nepal did not offer citizenship or full integration. Beginning in 2007, a large-scale third-country resettlement program relocated over 100,000 refugees to nations including the United States, Canada, and Australia. While many have rebuilt their lives abroad, issues of statelessness, identity, and trauma persist, particularly among those left behind. The crisis underscores broader concerns about ethnicity, state sovereignty, human rights, and the international community’s responsibility to protect vulnerable populations. Durable solutions remain essential for justice and long-term stability.

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)0.002
metaresearch head score (Gemma)0.003
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: Empirical
Teacher disagreement score0.019
Threshold uncertainty score0.038

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0160.011
Scholarly communication0.0090.008
Open science0.0010.010
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0060.001

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 head0.020
GPT teacher head0.323
Teacher spread0.303 · 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

Explore more

Same venueInternational Journal of HistorySame topicSociopolitical Dynamics in NepalFrench-language works237,207