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 Despite the growing number of cross-cultural adolescents from immigrants and families formed through international/interracial marriages in South Korea, empirical studies investigating newcomer adolescents’ identity positioning in secondary education have been scarce. Drawing upon Ruíz’s (1984) framework for language policy and planning and Cummins’ ( 1986 , 2001 ) empowerment framework for minority education, this article investigates how diversity is conceptualised in South Korea through a case study of multicultural education. Specifically, the article examines how newcomer adolescents’ linguistic and cultural identities are perceived by teachers and peers in two high schools. The findings revealed that diversity is dominantly viewed as an impediment to academic success for newcomer youth and is only appreciated once students are fully assimilated into Korean society. The concept of diversity as a resource and right and the notion of multicultural and multilingual identities in the Korean educational context are absent, or hidden, at best. Although there are examples where newcomer learners see diversity as empowerment and resources for their identity construction and positionality, this orientation has not been acknowledged in educational practices. The study calls for conceptualizing diversity as empowerment and resources as ethical lenses to move away from ethnocentric and deficit orientations.
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 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 | 0.001 |
| 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