Research Note: The silenced assistant. Reflections of invisible interpreters and research assistants
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
Abstract Given the increased attention in anthropology and human geography to the positionality and reflexivity of researchers completing fieldwork in foreign countries, it is surprising that we still know relatively little about how research assistants and interpreters are positioned in the field and their own concerns, constraints and coping mechanisms. This article, based on in‐depth interviews with local interpreters/research assistants in Vietnam and China, working alongside Western doctoral students researching upland ethnic minority populations, provides space for the assistants' voices. While reflecting upon their own time in the field, we see how the positionalities of these individuals can have rather unexpected consequences. Furthermore, the assistants' analyses of particular events, as well as their take on the best way to proceed in specific circumstances can be at odds with that of their employers, and negotiated coping strategies have to be found. The article concludes with advice from these assistants regarding how future assistants can make the best of their position, and what foreign researchers need to consider in fostering constructive working relationships.
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 | 0.016 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.007 |
| 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