Helping persons with Usher syndrome type II adapt to deafblindness: An intervention program centered on managing personal goals
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
Difficulties adapting to changes in Usher syndrome type II leading to deafblindness are well known. One of the factors that may affect the adaptation process is the ability to redirect one’s life and set new goals for oneself. This article presents the results of a group intervention program centered on managing personal goals. The results of a double-multivariate repeated-measures multivariate analysis of variance (MANOVA) point to a significant partial effect on the variable “meaning of life,” while no significant change was found for the feeling of “serenity,” “self-determination,” and the “ability to set, plan, and pursue a goal.” The results of this pilot project warrant continuing the research since the intervention seems to have a positive impact on psychological well-being.
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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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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