Pre-employment transition and vocational rehabilitation services: Experiences in response to Vermont’s work-based learning program
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
BACKGROUND: State vocational rehabilitation (VR) agencies offer pre-employment transition services (pre-ETS) and other VR services to high school students, but the literature has not documented differences in pre-ETS use by individual characteristics or across individual services. OBJECTIVE: We describe variation in how high school students used services from the Vermont VR agency and how a demonstration program emphasizing work-based learning experiences affected that use. METHOD: The study uses a descriptive approach to explore patterns in youth’s pre-ETS and VR services and outcomes two years after enrolling in a demonstration program. It compares youth with access to demonstration services (the treatment group) to those using usual services (the control group). RESULTS: Among all control group youth, more than half only used pre-ETS during a 24-month period, while about one-quarter used VR services and the remainder used no services from the VR agency. In contrast, nearly all treatment group youth used some VR services, with a majority (59 percent) using both VR services and pre-ETS. Control group youth who used pre-ETS and VR services differed from those who did not use these services by gender, disability type, employment, and service receipt characteristics; treatment group youth had fewer such differences. Earnings outcomes did not vary in consistent or interpretable ways. CONCLUSION: The findings demonstrate how an intervention designed to promote work-based learning experiences increased pre-ETS and VR use and decreased subgroup differences in service utilization. VR administrators might consider collecting information on potentially eligible students to increase access to and use of services.
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 | 0.006 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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