Supporting Aspirations, Empowering Oneself: An Empirical Study Based on the Current Situation of Some Youth University Student Groups in 27 Regions Falling into the 'Low Desire' Trap
Bibliographic record
Abstract
This research report first presents an in-depth exploration of the formation, research objectives, and significance of the "low desire" youth university student group. Then, by reviewing a large number of relevant academic literature, the author conducted an analysis from three dimensions — the conceptual research of the "low desire" youth university student group, the current status of this groups' development and its existing problems, and construction of the index system of the phenomenon influencing factors. The corresponding solutions are proposed with the aim of providing important theoretical references for improving the subjective initiative of the youth university students, alleviating social employment pressure, and promoting social harmony and economic development. We wish to change the "low desire" youth university student group's perception of self-worth to allow them to complete higher education smoothly and with high quality, taking the responsibility and mission of the youth in the new era proactively.
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 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 | 0.001 |
| 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".