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
In a study of bicultural individuals’ self-perceptions, Chinese-born students were randomly assigned to participate in either Chinese or English. Serving as controls, Canadian-born participants of either European or Chinese descent participated in English. The effects of the language manipulation paralleled findings in previous studies comparing East Asians to North Americans. Participants responding in Chinese reported more collective self-statements in open-ended self-descriptions, lower self-esteem on the Rosenberg scale, and more agreement with Chinese cultural views than did the remaining groups. In their self-descriptions, participants writing in Chinese provided similar numbers of favorable and unfavorable self-statements. The other groups reported more favorable self-statements. Participants reporting in Chinese indicated similar levels of positive and negative mood. The remaining groups reported more positive mood. The results suggest that East-Asian and Western identities may be stored in separate knowledge structures in bicultural individuals, with each structure activated by its associated language.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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