A critical ethnography of 'Westerners' teaching English in China: Shanghaied in Shanghai
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
Tens of thousands of Western ‘teachers’, many of whom would not be considered teachers elsewhere, are employed to teach English in public and private education in China. Little has previously been known, except anecdotally, about their experiences, about the effect they have on education in the context, or on students’ perceptions of ‘the West’ that result from this contact. This book is an ethnographic study of Westerners’ lived experiences teaching English in Shanghai, China. It is based on three years of groundbreaking research into the pre-service training, classroom practices, personal identities and motives, and local socially constructed roles of a group of ‘backpacker teachers’ from the UK, the USA and Canada. It is a study that goes beyond the classroom, addressing broader questions about the sociology, and politics, of transnational education and China’s evolving relationship with the outside world.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| 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