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Record W2326997635 · doi:10.5509/201285147

Predatory Princes and Princely Peddlers: The State and International Labour Migration Intermediaries in China

2012· article· en· W2326997635 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenuePacific Affairs · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicChina's Global Influence and Migration
Canadian institutionsnot available
FundersEconomic and Social Research Council
KeywordsIntermediaryChinaState (computer science)Political scienceGeographyEconomicsLawFinance

Abstract

fetched live from OpenAlex

Private recruitment agents have been a major concern of policy makers in international labour migration. The agents are seen to undermine state authority, the market order and migrant rights. It is commonly suggested that their role can be curtailed or even eliminated if the administrative red tape of migration control is cut down (a liberal approach), or regulation on the intermediary business is tightened up (an interventionist approach). The Chinese government has done both at different times since the 1980s, but only to make the process of recruitment more complicated and private agents more powerful. This paper explains why. Based on a period of seven years of field research and documentary study, the article provides an ethnographic account of the change of the practice of international labour recruitment in China, especially in relation to systemic reforms, between 1980 and 2008. The centralized state in a liberalizing economy seems to need private agents in order to render individual mobility governable, migrants protectable and agents themselves “blamable” and punishable. If limited centralization of state power gave rise to earlier intermediary forms (e.g., tax farming), intermediary agents today result from governmental practices of the highly centralized state. As such, private agents should not be construed as autonomous entities located between demand and supply, or between migrants and states; they are instead an integral part of a complex structure of governance.

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.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.067
Threshold uncertainty score0.375

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 studies0.0000.001
Scholarly communication0.0000.001
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 head0.013
GPT teacher head0.276
Teacher spread0.263 · 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