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
Drawing on data from three New Zealand worksites, an analysis of transcripts suggests a pattern of regulation, compliance and resistance, in which small talk aids the exercise of power. To consider the implications of workplace dialogues for L2 workers, the study looks at recorded conversations in the light of Gee’s (1999) concept of “building tasks” in discourse analysis, revealing the importance of “language and beyond” — language that carries constant reference to social realities, inside and outside worksites, that construct interactions among workers. The paper derives conclusions for language instruction, language learners and the personnel of workplaces, arguing that language instruction (e.g., teachers and curriculum developers) can benefit from an awareness of the above issues and include attention to social realities in language courses. Despite debate in the literature, the argument supports the analysis of authentic texts, “battered texts”, and the findings of linguistic analysis in L2 teaching, and proposes consciousness-raising in workplaces.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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