Ecologies of Research Writing in Chinese Universities
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
This study explores how the scholarly writing practices of early-career academics in China create new “ecologies” of research writing. Using a literacy studies framing, we examine how productivity policies, including evaluation and incentivization, impact the writing practices of academics working in the humanities and social sciences (HSS), creating a set of spatiotemporal predicaments and uncertainties. We draw on interviews and multimodal journals obtained from 22 academics at Chinese universities. Findings reveal important practices among China’s HSS academics within the distinctive institutional and policy landscape of Chinese academia, including how they organize their space and time for writing, the significance and function of writing practices, and the ways in which boundaries are disrupted and negotiated. We show that writing is deeply intertwined with multiple spaces and times, forming an ecology of research writing within emergent and shifting assemblages. We emphasize the need for further theoretical and practical understanding of research writing in the context of Chinese universities.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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)
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