Discussions on the Functionality of Scientific Spirit of University to Guide Students Realising Aspiration
Bibliographic record
Abstract
University spirit is a spiritual culture which is education-oriented, takes learning as its core, accumulates with historical development, and embodies University value. Scientific spirit as one of the University spirits, guides University students to seek the truth, to search the facts, to pursue innovation, and to look for change. The realisation of China Dream requires that every Chinese person transforms their little dream into reality. With respect to University students, this is to ask them in realising their life goals. During the process of University students’ personality moulding and values forming, the scientific spirit of University could help students keep clear mind, objectively treat problems, gain consciousness of innovation, be brave in change, and become an objective, rational, innovative and critical constructor for the new type society. The scientific spirit of the University is a crucial spiritual power to lead University students to grow up healthily, and to achieve their life goals. This spirit is also an indispensable part of University spirit.
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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 | 0.010 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.007 |
| Scholarly communication | 0.007 | 0.008 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.005 | 0.008 |
| Insufficient payload (model declined to judge) | 0.005 | 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".