Bilingualism and the Analysis of Talk at Work: Code-Switching as a Resource For the Organization of Action and Interaction
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
One major characteristic of bilingualism is the way that speakers deploy resources from what may be recognized as two different languages. The meanings of such code-switching, or the motivations of language alternation in bilingual talk, have been discussed within a variety of theoretical paradigms. Whereas the ‘allocational’ paradigm represented by Fishman’s domain analysis sees social structure as determining language choices, the ‘interactional’ paradigm introduced by Gumperz sees these choices as a way of locally achieving a specifi c interactional order (Wei 2005: 376). Within the latter paradigm, conversation analysis (CA) takes a specifi c stance, stressing the importance of the situated moment-by-moment organization of interaction, of the intelligibility it has for the participants, and of the membership categories that are achieved and made relevant within the interaction itself. Within this framework, the sense of the plurilingual resources used by speakers can neither be mechanistically related to a set of predetermined factors, such as identities or social structures, nor associated with imputed intentions, strategies or goals of the participants. Instead, the questions asked (and answered through analyses of empirical data) are: how do participants orient to bilingual resources? Which problems are solved by participants’ procedures of exploiting bilingual resources? What intelligibility is given to these resources through the specifi c and local ways in which they are mobilized? What kind of ‘procedural consequentiality’ does the orientation have for the construction of identities, social categories or language diversity, i.e. what are the demonstrable consequences of this orientation and its manifestation in the specifi c sequential unfolding and organization of the interaction?
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 | 0.000 |
| 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 | 0.001 |
| 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