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
Sterk translates the literary work "Shenzheners" 《出租車司機》, written by Xue Yiwei (薛憶溈). Contents include: The Country Girl (村姑), The Peddler (小販), The Physics Teacher (物理老師), The Dramatist (劇作家), The Two Sisters (兩妹妹), The Prodigy (神童), Mother (母親), Father (父親), The Taxi Driver (出租車司機).\nThe first book in English by acclaimed Chinese-Canadian writer Xue Yiwei, Shenzheners is inspired by the young city of Shenzhen, a market town north of Hong Kong that became a Special Economic Zone in 1980 as an experiment in introducing capitalism to Communist China. A city in which everyone is a newcomer, Shenzhen has grown astronomically to become a major metropolitan centre. Hailed as a Chinese Dubliners, the original collection was named one of the Most Influential Chinese Books of the Year in 2013, with most of the stories appearing in Best Chinese Stories.
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 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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