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
"Suspension" is the translation of the Chinese term xuanfu , which has been widely used in public discussions in China since the mid-2010s. Suspension indicates a state of being in which people move frequently, conduct intensive labour, and pause routine life—in order to benefit fast and then quickly escape. People keep moving, with no end in sight, instead of changing their current conditions, of which they disapprove. As a result, frantic entrepreneurial energy coexists with political resignation. Suspension is a life strategy, a multitude of experiences, a feeling—and now, a keyword: a crystallized consciousness with which the public problematize their experiences. This special issue develops this term into an analytical approach based on ethnographic research involving labour migrants in and from China. This approach turns migration into a basis for critical analyses on issues far beyond it; enables co-research between researchers, migrants, and the broader public; and seeks to cultivate agency for change among actors. This introductory essay, based on the author's long-term field research and public engagement, outlines why we need such an approach, and how we might develop it.
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 | 0.000 | 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) | 0.002 | 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