Multifunctional Vision Reading and Writing Posture Corrector Based on Single-Chip Microcomputer
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 eyes are the source of knowledge acquisition and the channel for transmitting information. In modern society, due to the lack of self-awareness of primary and secondary school students, parents and teachers cannot remind them all the time. Once bad reading and writing habits are formed, it is difficult to change them. The vicious cycle of day after day leads to many primary and secondary school students wearing glasses prematurely. It is not only inconvenient in life but also causes great psychological shadow on their minds. Therefore, people gradually focus on children's vision. This system is a kind of intelligent control system that integrates human-computer interaction technology and people-oriented thinking, and combines the wisdom of electronics, physics, and human engineering and so on. The system measures the distance between the user's eyes and desk, the brightness of light in the reading scene and the reading time. If it fails to meet the standard, the system will actively suggest that users straighten their posture and straighten their waist and back to cultivate good reading habits and improve reading quality.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| 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