Establishment of Harmonious Ecological Culture in University Campus
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
Campus ecological culture is a sort of culture in which human kind gets along well in harmony with the natural environment. It represents the tide of evolvement of relationship between human kind and the natural environment, an important feature that universities are distinguished from other social organizations and an important foundation for sustainable development of universities. Campus ecological culture mainly includes ecologization of concept, ecologization of teaching, ecologization of management and ecologization of behavior. Establishment of campus ecological culture is the essential requirement to carry out the scientific outlook on development in an overall way, the realistic need to realize interpersonal harmony in university campus, an important approach for university students to develop in an overall and free way and a reliable guarantee for university students to survive and develop in a new century. Establishment of campus ecological culture has to insist on human orientation and realization of campus interpersonal harmony, has to carry forward the idea of freedom and realize academic harmony in university campus and has to strengthen environmental establishment and realize campus ecological harmony.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| 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