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Record W4412942281 · doi:10.14232/aetas.2024.1.90-107

"Megy a gőzös Kanadába"

2024· article· en· W4412942281 on OpenAlexaboutno aff
Balázs Venkovits

Bibliographic record

VenueAetas · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicHungarian Social, Economic and Educational Studies
Canadian institutionsnot available
FundersNemzeti Kutatási Fejlesztési és Innovációs Hivatal
KeywordsGeography

Abstract

fetched live from OpenAlex

The culmination of restrictions on immigration to the United States in the 1920s resulted in the restructuring of migration trajectories and had both inter-American and transatlantic repercussions. Simultaneously with the end of mass immigration to the USA from Central and Eastern Europe, including Hungary, and due to Canada opening its border to formerly non-preferred nations as well, the northern neighbor of the USA became one of the main destinations of Hungarian immigrants. The restrictions, however, also created a space for illegal immigration, with Hungarians also attempting to cross the US-Canada border unlawfully. This article presents this so far neglected topic by introducing how and why illegal immigration was seen by some Hungarians as a viable alternative to legal immigration to the US and Canada due to changes in migration policies, and discusses the extent and perception of this phenomenon in Hungary based on the analysis of archival sources, contemporary newspaper articles and reports.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.996
Threshold uncertainty score0.094

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.001
Scholarly communication0.0020.001
Open science0.0000.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0280.009

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 head0.034
GPT teacher head0.378
Teacher spread0.344 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2024
Admission routes1
Has abstractyes

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