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How to Approach the “Other”? Historical Arguments in the Slovak Debate on Asylum

2022· article· en· W4283267927 on OpenAlexvenueno aff
Eva-Maria Walther

Bibliographic record

VenueHungarian Studies Review · 2022
Typearticle
Languageen
FieldHealth Professions
TopicRomani and Gypsy Studies
Canadian institutionsnot available
Fundersnot available
KeywordsSlovakEmigrationRefugeeMulticulturalismDiversity (politics)EthnographySociologyPeriod (music)Political scienceEpistemologyLawAestheticsPhilosophyAnthropologyCzech

Abstract

fetched live from OpenAlex

Abstract In Slovakia as in other Visegrád countries, the question of whether to accept asylum seekers polarized the public sphere in 2015 and continues to cause controversy, with proponents and opponents standing irreconcilably against each other. This article focuses on historical encounters with otherness that are recounted and utilized argumentatively in this debate, examining the diverging cultural approaches to difference that underlie the two positions. Building on ethnographic fieldwork in the Slovak asylum system, and taking a close look at public discourse, the article analyzes the four historical references that are deployed most frequently in such arguments: the Ottoman conquest, the social situation of Roma, Slovak emigration, and multiculturalism in the interwar period. The interpretations of history generated from these episodes differ: not only in their moral evaluation of difference as something desirable or dangerous but also in their base assumption with respect to whether diversity is normal or an anomaly and whether it is something that can be prevented or reversed, as opposed to something that must be acknowledged and managed.

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)0.010
metaresearch head score (Gemma)0.006
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.015
Threshold uncertainty score0.075

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0040.006
Science and technology studies0.0040.030
Scholarly communication0.0100.004
Open science0.0010.004
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0030.000

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 head0.211
GPT teacher head0.429
Teacher spread0.217 · 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
Published2022
Admission routes1
Has abstractyes

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Same venueHungarian Studies ReviewSame topicRomani and Gypsy StudiesFrench-language works237,207