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Record W3014503705 · doi:10.5287/ora-n1vgpdybr

Subjects of self-reliance: a critical history of refugees and development

2019· dissertation· en· W3014503705 on OpenAlexfundno aff
Evan Easton‐Calabria

Bibliographic record

VenueOxford University Research Archive (ORA) (University of Oxford) · 2019
Typedissertation
Languageen
FieldSocial Sciences
TopicMigration, Refugees, and Integration
Canadian institutionsnot available
FundersInternational Labour OrganizationUnited Nations High Commissioner for RefugeesGlaucoma Research Society of Canada
KeywordsRefugeeScholarshipPolitical scienceWelfareSelf relianceEconomic growthSociologyDevelopment economicsLawEconomics

Abstract

fetched live from OpenAlex

In four empirical chapters spanning three regions of the world in the 20th and 21st centuries, I examine continuities and changes in institutional assistance to foster refugee self-reliance. I employ archival and ethnographic methods to document assistance practices and forms of implementation. I draw upon programme and evaluation reports of the League of Nations and UNHCR as key primary texts due to these institutions’ historical influence and prominence in refugee assistance, as well as private collections by individual assistance actors. I find that efforts to foster refugee self-reliance have largely occurred through development projects targeting both refugees and locals, and even entire regions; in so doing, this assistance has largely treated refugees as workers in need of employment. This ‘refugee self-reliance assistance’, as I term it, has been a main feature of refugee assistance yet has been hitherto neglected in academic scholarship in Refugee Studies as well as International Development. Through a Marxian reading of history I link refugee self-reliance assistance to material interests, outcomes, and changes. Drawing on critical welfare studies, I develop a theoretical framework of ‘international welfare’ and employ the theoretical concepts of instrumentalisation and reserve army of labour to explain how refugee self-reliance has become an instrument that alternately serves and exemplifies changes in social, political, and economic structures. The rhetoric surrounding refugee self-reliance belies shifting interests and their underlying values – whether self-reliance is espoused as an economic imperative, a protection instrument, or a human right, for example. The identification of these linkages has implications for understanding the conditions under which refugee self-reliance is ‘fostered’, for analysing the means through which it is intended to be attained, and its explicit and implicit outcomes. Through this examination, my thesis reveals that refugee self-reliance is not an end in itself but instead a malleable instrument to achieve economic gain, political exploits, and social control.

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)0.008
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.015
Threshold uncertainty score0.104

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0050.005
Science and technology studies0.0150.069
Scholarly communication0.0120.014
Open science0.0020.009
Research integrity0.0040.008
Insufficient payload (model declined to judge)0.0040.000

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 head0.027
GPT teacher head0.294
Teacher spread0.267 · 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 designTheoretical or conceptual
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
Published2019
Admission routes1
Has abstractyes

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