“We contribute to the development of South Korea”: Bilingual womanhood and politics of bilingual policy in South Korea
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.
Bibliographic record
Abstract
Abstract Global flows of migration to South Korea bring a new challenge of how to negotiate the identities of migrants. Unlike other reported cases that reframe the value of migrants’ first language as part of contingent practices of diversity management, the South Korean government has responded to this challenge by explicitly reframing so-called damunhwa mothers (foreign women married to Korean men) as bilingual workers, imagining them as self-governed, autonomous workers whose linguistic capital can be mobilized for the betterment of South Korean society. The government’s adoption of linguistic entrepreneurship and ethnocentric nationalism becomes particularly salient in this process. This paper studies how four damunhwa mothers respond to this new bilingual worker identity as promoted in the bilingual policy texts. We examine the ways in which they negotiate their bilingual worker identities by echoing the government’s new linguistic nationalism and linguistic entrepreneurship on the one hand, and by problematizing the insecure job markets, stratified linguistic needs, lack of systematic training for bilingual instructors, and native Korean’s misunderstanding of their new roles on the other. Finally, we discuss the implications of Korea’s bilingual policy, elaborating on the significance of linguistic entrepreneurship in language policy planning and practice and calling for more reflective accounts of ecological and translingual policy implementation in Korea.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it