Identity and a Model of Investment in Applied Linguistics
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- Metaresearch
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Theoretical or conceptualConsensus signal: none
- Genre
- Candidate signal: OtherConsensus signal: none
- Teacher disagreement score
- 0.990
- Threshold uncertainty score
- 0.994
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.015 |
| 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)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.355 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
ABSTRACT This article locates Norton's foundational work on identity and investment within the social turn of applied linguistics. It discusses its historical impetus and theoretical anchors, and it illustrates how these ideas have been taken up in recent scholarship. In response to the demands of the new world order, spurred by technology and characterized by mobility, it proposes a comprehensive model of investment, which occurs at the intersection of identity, ideology, and capital. The model recognizes that the spaces in which language acquisition and socialization take place have become increasingly deterritorialized and unbounded, and the systemic patterns of control more invisible. This calls for new questions, analyses, and theories of identity. The model addresses the needs of learners who navigate their way through online and offline contexts and perform identities that have become more fluid and complex. As such, it proposes a more comprehensive and critical examination of the relationship between identity, investment, and language learning. Drawing on two case studies of a female language learner in rural Uganda and a male language learner in urban Canada, the model illustrates how structure and agency, operating across time and space, can accord or refuse learners the power to speak.
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.
The record
- Venue
- Annual Review of Applied Linguistics
- Topic
- Multilingual Education and Policy
- Field
- Social Sciences
- Canadian institutions
- University of British Columbia
- Funders
- not available
- Keywords
- Identity (music)SocializationScholarshipAgency (philosophy)SociologyEpistemologyIdeologyIntersection (aeronautics)Investment (military)LinguisticsSocial sciencePolitical scienceAestheticsEngineeringLaw
- Has abstract in OpenAlex
- yes