On the professionalization and professionalization of College Counselors in the new era
Bibliographic record
Abstract
The professionalization and professionalization of college counselors is the key to improve the effectiveness of College Students' Ideological and political education, which is of great significance to the realization of moral education centered link in Colleges and universities. The professionalization and professionalization of College Counselors in the new era is the inevitable result of the development of higher education in the new era. It is an urgent requirement for the ideological and behavioral characteristics of online generation college students, and it is also a practical need for the high-quality construction of college counselors. At present, there are some limitations in the construction of specialty and professionalization; Second, the professional identity of college counselors is low; Third, the mobility of counselors is large. It is of great significance to further stimulate the work enthusiasm and vitality of college counselors, improve the effectiveness of Ideological and political work of college students, and realize the purpose of running a university by formulating a scientific mechanism for the selection and employment of college counselors, improving the training system of college counselors, strict assessment system, and optimizing the promotion channel of college counselors.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.005 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".