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
This paper presents Character Alive, a tangible system designed to improve early Chinese literacy acquisition for Mandarin-speaking children at-risk for dyslexia by enabling high-level interaction. Character Alive uses the multisensory training method to teach children the reading and writing of Chinese characters and words. The core design features of our system are augmented dynamic color cues, 2D radical cards and handwriting cards with tactile cues, and multimedia content such as character animations. Character Alive was built on our previous work on designing tangible and augmented reality reading and writing systems for children at-risk for dyslexia in English. Our previous work has demonstrated that dynamic color cues can draw children's attention to key characteristics of letter-sound-correspondences and two-hand actions with tangible letters help children to better solve spelling tasks. We present the design rationale, the design and implementation of the Character Alive system, and the future plan on evaluating the system.
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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.011 | 0.004 |
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