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Record W7101405125 · doi:10.47298/jala.v7-i1-a3

Migration, Language, Identity: The Journey of Meixian Hakkas from Calcutta to Vienna

2025· article· en· W7101405125 on OpenAlexaboutno aff

Bibliographic record

VenueJournal of Asian Linguistic Anthropology · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicDiaspora, migration, transnational identity
Canadian institutionsnot available
Fundersnot available
KeywordsFriendshipEthnographyIdentity (music)LoyaltyCultural identityPersonal identitySocial identity theory

Abstract

fetched live from OpenAlex

The Hakkas who migrated from Meizhou to Calcutta established successful businesses, and, betweem the 1970s and the 1990s, moved on to settle in Vienna (and Toronto). Practicing a closed-group life both in Vienna and across continents, the Hakkas preserved their language and culture while adapting both to India and Austria in various ways. In a series of ethnographic meetings with Vienna-based Hakkas, questions of identity and the preservation of a minority culture are raised. In dependence to age, the consultants have very different personal identities embedded behind a shared social identity of being ‘Indian Hakkas.’This shared social identity is, however, mostly borne out of practical considerations of mutual support and certain cultural practices. As migrants, they are able to profit from close friendship and loyalty between and among group members, sharing the same professions, marrying inside the group, and more so, speaking their own language. Questions of identity are mostly relevant for the younger generation, which must contend with a confusingly layered familial identity.

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)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.574
Threshold uncertainty score0.977

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
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 head0.020
GPT teacher head0.397
Teacher spread0.377 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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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