Application of Virtual Simulation Technology in Practical Teaching
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
The application of virtual simulation technology in practical teaching have been presented in the paper. At first, the existing virtual simulation experiment projects are integrated to form the virtual simulation experiment system for practical teaching. Through the interactive operation mode, students can simulate the whole process of the experiment, intuitively observe and analyze the actual state of the structure which cannot be included in the theoretical calculation. Moreover, in the virtual simulation experiment system, students participate in all the test contents through the interactive operation mode, understand the whole process of the experiment, and improve the students' ability and consciousness of team division and cooperation. In the end, in the virtual simulation experiment, the operation time of students is reduced, and can be repeated. A single person can complete the whole process, which greatly reduces the dependence on the instructor and improves the ability of students to solve complex engineering problems independently.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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