Problems and Solutions Upon University Counselor’s Work on Ideological and Political Education
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
Universities are the main frontier of ideological and political education for university students. The quality of Ideological and political education for university students is not only related to the healthy growth of a student, but also the prosperity of his family, his country and the future development of its cause. University counselors, who regularly have the most frequent contact with students, have an immense influence on students in terms of Ideological and political education. During students’ daily life and study, university counselors provide guidance on Ideological and political education. They bear an important responsibility of reinforcing Ideological and political education of university students. Therefore, university counselors need to conform to the requirements of the times, adapt to the requirement of their profession, continuously upgrade their professionalism, employ a variety of means of education, create a favorable atmosphere for education, and make outstanding contributions to the reform of education and the making of a stable and harmonious society.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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