Work relationships with developmentally disabled adults
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
Direct support workers are a key link in the effort to integrate adults with developmental disabilities into society. Due to low pay, the difficult nature of the work, inconsistent training and the undervalued state of the profession, staff turnover is high and client skill development suffers as a result. Inspired by the author's practicum experience, the following research question was developed: What experiential process of adaption, rejection or acceptance do direct support staff working with developmentally disabled adults in Japan and the United States go through? For the purpose of this study, field interviews were conducted with direct support workers at facilities for adults with developmental dis abilities in Shimane, Japan and Vancouver, Washington. The study results suggest that due to the challenging nature of the work, direct support workers experience repeated stages requiring ongoing adaption to difficult situations and behaviors. These workers will need to overcome and accept challenges if they are to remain in the field. Particularly in the United States, a majority of such workers soon reject the work and leave.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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