Ethnic Identity and Second Language Learning
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 Ethnic identity refers to the subjective experience embracing the feelings, experiences, and behaviors through which people position their membership in a single or multiple ethnic groups. The goal of this article is to integrate evidence from social psychology and applied linguistics, by focusing on the identity–language link from the perspective most relevant to second language (L2) development, namely, by considering how ethnic identity might be implicated in L2 learning. We first define and contextualize ethnic identity and its possible relationships to language. We then review recent empirical evidence for the link between ethnic identity and L2 measures, and we speculate on whether this link represents a bidirectional relationship whereby ethnic identity and language are interlocked through self-reinforcing processes and mediated through language users’ experience with language. We conclude by framing research on ethnic identity within sociocognitive views of L2 learning and describe several possible avenues for advancing this area of research.
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 | 0.010 |
| 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