Fostering Inclusivity for Clients with Disabilities: Universal Design in Family Therapy
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
Over a quarter of adults in the United States live with a disability. Historically, disability was contextualized from the lens of a medical model, which identifies disability solely as impairment for the individual and should be treated or eradicated. Individuals with disabilities have been seen as abnormal and a threat to the family system. Critical Disability Theory challenges this thought by suggesting that disability is a social construct in which one's environment prioritizes able bodies. Although numerous accommodations have been mandated by the Americans with Disabilities Act, the environment of an individual living with disabilities frequently fails to meet their needs, including the family therapy office. Universal Design (UD) is a design strategy that increases access for individuals of all abilities, mental states, and learning types. Utilizing UD principles in family therapy settings can increase client engagement, representation, and learning in a in a safe, accessible environment.
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 | 0.003 | 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 | 0.000 | 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