EMIE
Bibliographic record
Abstract
A rare neurological disease is found in the Charlevoix and Saguenay-Lac-Saint-Jean (Québec) regions: Autosomal Recessive Spastic Ataxia of Charlevoix-Saguenay (ARSACS). This disease affects the spinal cord and peripheral nerves in charge of movement, balance and body coordination. As the disease evolves, people with ARSACS need more ergonomic products to maintain a certain level of autonomy. With an ethnographic approach, we observed that in addition to not fulfilling the needs of people with ARSACS, these expansive ergonomic products are not aesthetically pleasing and therefore negatively influence the self-image of their users who apprehend and feel the look of others upon them. In collaboration with occupational therapists and designers, we are now introducing EMIE, a digital service used to design and print -- in 3D -- personalized ergonomic products that meet the needs of people with ARSACS, in hopes of building a community. This service will both raise the self-image of people with ARSACS and foster their autonomy and social insertion.
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.
How this classification was reachedexpand
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) | 0.008 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".