MétaCan
Menu
Back to cohort
Record W4409085865 · doi:10.1504/ijmbs.2024.145468

Complex precarity: towards a reconceptualisation of irregular migration as a reality and a policy category

2024· article· en· W4409085865 on OpenAlexaffabout
Shiva S. Mohan, Anna Triandafyllidou

Bibliographic record

VenueInternational Journal of Migration and Border Studies · 2024
Typearticle
Languageen
FieldHealth Professions
TopicEmployment and Welfare Studies
Canadian institutionsToronto Zoo
Fundersnot available
KeywordsPrecaritySociologyEconomic geographyPolitical scienceGender studiesGeography

Abstract

fetched live from OpenAlex

This paper investigates the relationship between broader economic immigration policy frameworks, legal statuses and related terminologies, and the systemic production of (ir)regularity and ultimately precarity among migrants. We begin with a critical review of irregularity and how it is (re)produced between conditions of entry and stay, changing policy requirements and pathways into and out of irregular status. We then take two contrasted cases, Canada and Spain, to illustrate how their diametrically opposed economic immigration management regimes (Canada's highly regulated, proactive approach; Spain's deregulated, retroactive policy) produce similar forms of irregularised, semi-legal and precarious status for migrants. From these reflections, we propose a multi-dimensional perspective on the concept of precarity that includes social, legal and economic aspects, arguing that precarity offers a better analytical palette for understanding irregularity in migration today. Finally, we offer thoughts about the implications of complex precarity for irregular migration realities in European and North American contexts.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.341
Threshold uncertainty score0.367

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.154
GPT teacher head0.507
Teacher spread0.353 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations2
Published2024
Admission routes2
Has abstractyes

Explore more

Same venueInternational Journal of Migration and Border StudiesSame topicEmployment and Welfare StudiesFrench-language works237,207