The Development and Value of Blockchain Technology + Higher Education under the Background of China's Higher Education Reform and Innovation
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
With the popularization of higher education in China, promoting the development of higher education informatization is an important subject to realize the connotative development of higher education. In May 2018, dozens of colleges and universities across the country jointly established the blockchain alliance, named Youth Education Chain , initiated by x-lab of tsinghua university and announced the launch of Youth Education Chain . This is the first blockchain-based public education chain jointly built by universities in the world. By taking the establishment of Youth Education Chain platform as the entry point, this paper holds that the university enrollment based on Youth Education Chain will be of great value to the reform and innovation of China's higher education in the aspects of constructing the Shared education ecology, changing the traditional teaching mode and improving the efficiency of school management.
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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 | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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