Prosthetic conformers: a step towards improved rehabilitation of enucleated children
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
Enucleation in children is distressing for families, particularly because of concerns of cosmesis. In the last 2 years the authors have used painted conformers instead of clear conformers to make the postoperative healing and rehabilitation period easier on the families. A set of six prosthetic conformers (small, medium and large; blue and brown) was available in the operating room. An appropriately sized and colour-matched conformer was placed in the socket at the end of surgery and kept for an average of 4-6 weeks. This decreased the psychological impact of enucleation, yet achieved the goals of an ideal conformer allowing optimal wound healing without pressure to fit a permanent individualized prosthesis earlier than 6 weeks after surgery. The acceptance of families to prosthetic conformers in this paediatric population has been very positive, improving rehabilitation of the family and the enucleated child.
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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 | 0.000 | 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) | 0.000 | 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