Towards a Tangible Blocky Coding Design for Visually Impaired Children
Why this work is in the frame
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Bibliographic record
Abstract
This paper investigates the role of coding in children's education and the barriers to inclusion for Visually Impaired (VI) children in this environment. In the learning process, these children face numerous challenges, including the fact that most playful coding-related learning options rely on visualization. This paper incorporates insights from a literature review to design a solution involving a model called DODO through computer vision and tangible paper blocky modules for VI children to learn to code. The main result is the proof of concept prototype demonstrates that the proposed design can recognize the various paper modules used to represent different codes, targeting the tactile sense. The design advocates for VI children to have access to economic Science, Technology, Engineering, and Mathematics (STEM) learning.
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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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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