Globalization, the new economy, and the commodification of language and identity
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
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Theoretical or conceptualConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.518
- Threshold uncertainty score
- 0.598
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.005 |
| 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
- 0.393 · 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
The globalized new economy is bound up with transformations of language and identity in many different ways (cf., e.g. Bauman 1997; Castells 2000; Giddens 1990). These include emerging tensions between State‐based and corporate identities and language practices, between local, national and supra‐national identities and language practices, and between hybridity and uniformity. Ethnolinguistic minorities provide a particularly revealing window into these processes. In this paper, I explore ways in which the globalized new economy has resulted in the commodification of language and identity, sometimes separately, sometimes together. The paper is based on recent ethnographic, sociolinguistic research in francophone areas of Canada.
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
- Journal of Sociolinguistics
- Topic
- Multilingual Education and Policy
- Field
- Social Sciences
- Canadian institutions
- University of Toronto
- Funders
- not available
- Keywords
- CommodificationHybriditySociologyIdentity (music)GlobalizationFrenchEthnographyNational identityGender studiesAnthropologyLinguisticsPolitical scienceEconomyEconomicsAestheticsLaw
- Has abstract in OpenAlex
- yes