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Record W6912178209 · doi:10.5281/zenodo.15504769

Belarusian Diaspora: 2020–2021 (working paper of semi-structured interviews)

2021· article· en· W6912178209 on OpenAlexaboutno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicEastern European Communism and Reforms
Canadian institutionsnot available
Fundersnot available
KeywordsDiasporaSolidarityPoliticsResistance (ecology)EmigrationDeportation

Abstract

fetched live from OpenAlex

This report is the result of a qualitative study of the Belarusian diaspora, based on 16 in-depth interviews with emigrants of different waves and from different countries - Germany, Israel, Canada, Cyprus, New Zealand, Latvia, Lithuania, Poland, Russia, USA, Turkey, Czech Republic, Sweden. The report contains a large array of quotes from the interviews, which can make the report useful for secondary analysis.In this report, the analysis focuses on the transformation of the identity, structure and forms of activity of the Belarusian diaspora caused by the events of 2020 in Belarus. If previously the diaspora was fragmented, poorly institutionalized and often dissolved in the post-Soviet migrant environment, then the wave of socio-political upsurge provoked by the COVID-19 pandemic and protests against election fraud led to qualitative changes. The report highlights several key stages of transformation: latent pre-COVID, solidarity (COVID), electoral and (post)August. Key findings:• Belarusians abroad have consolidated as an independent ethnocultural and political community;• horizontal self-organization of the diaspora has intensified through digital platforms and social networks;• a new, positive image of a Belarusian has formed — as a bearer of dignity, non-violent resistance and cultural maturity;• the emotional and symbolic connection with the Motherland has strengthened, despite the physical distance;• the diaspora has acquired a common point of assembly and a goal — solidarity with Belarusians in the country and resistance to the authoritarian regime.The transformation of the Belarusian diaspora is manifested not only in increased communication and cultural visibility, but also in sustainable political activity, expressed in actions, information campaigns, support networks and a rethinking of national 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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.939
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0270.002

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 head0.037
GPT teacher head0.271
Teacher spread0.233 · 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 designNot applicable
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
Published2021
Admission routes1
Has abstractyes

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Same venueZenodo (CERN European Organization for Nuclear Research)Same topicEastern European Communism and ReformsFrench-language works237,207