MétaCan
Menu
Back to cohort
Record W7161224385

A diaszpórában élő magyar családok jellegzetességei = Hungarian Families in the Diaspora

2025· article· hu· W7161224385 on OpenAlexaboutno aff
Dániel Gazsó

Bibliographic record

VenueRepository of the Academy's Library (Library of the Hungarian Academy of Sciences) · 2025
Typearticle
Languagehu
FieldHealth Professions
TopicRomani and Gypsy Studies
Canadian institutionsnot available
Fundersnot available
KeywordsSpouseDiasporaEthnic groupPoliticsQuarter (Canadian coin)Scope (computer science)Marital status
DOInot available

Abstract

fetched live from OpenAlex

The present study reports the findings of an online survey conducted as part of a joint research project carried out in 2023–2024 by the Research Institute for Hungarian Communities Abroad, the Youth Research Institute, and the Maria Kopp Institute for Demography and Families. This project constituted a continuation of a survey implemented in 2018, which focused primarily on partner choice patterns as well as attitudes toward childbearing and family formation among members of autochthonous Hungarian minority communities living in Romania, Slovakia, Serbia, and Ukraine. In 2024, the scope of the research was extended to include the Hungarian diaspora living outside the Carpathian Basin. In total, 1,152 respondents from various parts of the world completed the questionnaire, of whom 1,060 provided valid responses suitable for analysis. More than 87% of respondents were born outside the country in which they currently reside and can therefore be classified as first-generation immigrants. The majority of them migrated abroad in the hope of achieving a higher standard of living, better conditions, and more favorable employment opportunities. However, political circumstances as well as personal, family-related, and partnership-related reasons also emerged as significant motivating factors. While most respondents visit Hungary on a regular basis, they do not plan to return permanently in the near future. With regard to marital status, more than two-thirds of respondents are married. However, fewer than 58% of respondents communicate in Hungarian with their spouse or partner, whereas nearly four-fifths of respondents who have children use Hungarian when communicating with them. Only a small proportion of respondents plan to have children within the next five years. Most respondents consider the country in which they currently live—rather than Hungary—to be the ideal place for family formation and child-rearing.

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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Open science, Research integrity
Consensus categoriesScience and technology studies, Research integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.335
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.006
Science and technology studies0.0040.009
Scholarly communication0.0000.004
Open science0.0140.006
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0000.000

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 head0.032
GPT teacher head0.317
Teacher spread0.285 · 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; both teacher heads agree on what is shown here.

Study designObservational
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 venueRepository of the Academy's Library (Library of the Hungarian Academy of Sciences)Same topicRomani and Gypsy StudiesFrench-language works237,207