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 As moral philosopher Zhu Xi (1130–1200) sought to nurture the autonomous moral self. In his pedagogical scheme, one ought to cultivate the innate goodness of the heart, investigate principles in things, and embody ethical standards in daily life. In Zhu Xi’s view, the ability to exercise moral autonomy is obtained through a long period of moral and ethical training under the close surveillance of one’s immediate surroundings since early childhood. For this reason, Zhu Xi emphasized the practice of social norms as well as the performance of mundane rituals as the preconditions for the development of the autonomous moral self. By combining the Lesser Learning ( xiaoxue 小學 ) with the Great Learning ( daxue 大學 ), Zhu Xi articulated an integrated vision of moral development from the heteronomous performing of ethical duties to the autonomous embodiment of moral principles.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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