Zhang_Yu_2016_MDes_INCD_A Culturally Inclusive AAC App for Children with Autism in China
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
Children with autism usually have problems with communication. Augmentative and Alternative Communication (AAC) tools are used to \nsupport these children. While several AAC apps are available in English, \nthere are just two AAC apps in Chinese with culturally relevant content. \nThrough this project, I created a prototype mobile AAC app for preschool children in China with text and audio in Mandarin and images relevant to Chinese culture (hosted at http://58.213.134.155:8888). I had the prototype evaluated by parents and caregivers of children with autism in a recovery centre in Nanjing, China. A number of suggestions for refinement were received, of which one has been implemented. I also studied the use of iPads by Chinese children with autism in Canada and China and found it to be less popular in China than in Canada. Future work plans include: (1) refinement of the app to make it usable by \nrecovery centres and parents; (2) development of a paper PECS system for Chinese children based on the illustrations created for the app.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| 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