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Record W7110635867

Türkiyeden Nitelikli İşgücü Göçü

2022· dissertation· W7110635867 on OpenAlexaboutno aff

Bibliographic record

VenueOpenMETU (Middle East Technical University) · 2022
Typedissertation
Language
FieldSocial Sciences
TopicEducation and experiences of immigrants and refugees
Canadian institutionsnot available
Fundersnot available
KeywordsEmigrationPoliticsUnderpinningConservatismQualitative researchQuality (philosophy)
DOInot available

Abstract

fetched live from OpenAlex

This thesis explores the factors shaping skilled workers’ emigration decisions from Turkey. It draws on qualitative research that collected primary data from 44 semi-structured interviews conducted with university graduates that either emigrated or were planning to emigrate at the time of the research, between April-May 2018. The interviewees prefer to migrate to countries where they thought they would be able to practice their basic rights and liberties. European Countries, specifically the Netherlands and England, also Canada are the most preferred places of destination. Job application is the most frequently used means of trying to start a new life abroad, followed by higher education applications, and visa applications of several kinds. This research emphasizes the interconnectivities between economic and political power and the resulting conditions underpinning emigration decisions in modern societies. Political conditions figure as important factors shaping emigration decisions from Turkey. The interviewees’ perceptions about the practices of basic rights and liberties, the rule of law, religious conservatism and the quality of the education services feature as prominent grounds for emigration. Significantly, the thesis finds that skilled workers are prepared to live in more modest economic living conditions than they are accustomed to in Turkey. Findings in this thesis are compatible with those from comparative international research on skilled labour emigration which draw attention to the rising importance of political conditions.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.639
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.004
Science and technology studies0.0050.001
Scholarly communication0.0010.001
Open science0.0040.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0330.001

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 head0.296
Teacher spread0.262 · 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.

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
Published2022
Admission routes1
Has abstractyes

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