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Record W4403608085 · doi:10.1111/imig.13339

Neoliberalism in question: The Philippines' nurse education and labour export as liberal neo‐statist development agenda

2024· article· en· W4403608085 on OpenAlexaff
Exequiel Cabanda, Brenda S. A. Yeoh, Kristel Anne Acedera, Margaret Walton‐Roberts

Bibliographic record

VenueInternational Migration · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Policy and Reform Studies
Canadian institutionsWilfrid Laurier University
Fundersnot available
KeywordsNeoliberalism (international relations)Political scienceDevelopment economicsPolitical economySociologyEconomics

Abstract

fetched live from OpenAlex

Abstract Many scholars have used neoliberalism as an analytical framework to examine the Philippines' labour export policy. While neoliberalism entails a retreat of the state in favour of market reforms, evidence shows that state intervention of the market becomes larger and stronger over time. This paper utilises liberal neo‐statism as an alternative framework to understand the Philippines' nurse labour export by explaining that the state's role is larger than and goes beyond labour brokerage. Following the historical institutionalism approach, we show the significant timing, sequence, and path dependence that affect the emergence of institutions that govern the Philippines' nurse labour export. Our paper reveals how specific policies and regulations in labour export are tucked within the disguise of market reforms, but which are manifest within a larger state's control. These policies serve as the state's apparatus for remittance generation and protection of migrant labour rights and welfare.

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)0.004
metaresearch head score (Gemma)0.003
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: Empirical
Teacher disagreement score0.014
Threshold uncertainty score0.066

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.015
Scholarly communication0.0040.003
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0050.000

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 head0.018
GPT teacher head0.369
Teacher spread0.352 · 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
Published2024
Admission routes1
Has abstractyes

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