At-risk Youth Find Work Hope in Work-Based Education
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
The transition from school to the workplace has been identified as challenging for at-risk youth who have already disengaged from learning and feel disenfranchised in the context of school. Work-based education (WBE), including co-operative education, has been recognized in recent years as an effective strategy for enabling at-risk youth to re-engage with learning and to make more successful transitions to the workplace and to further education. Not all at-risk youth thrive in WBE, even in programs that are judged to be effective for most. What remains unclear is what changes for those previously disengaged youth, as a product of participation in WBE, that enables them to shift their perspective and re-engage with learning. The purpose of this paper is to describe the experiences and changes in perspectives, in their own words, of seven previously disengaged youth while they were participating in WBE. Their teachers recommended these youth because they had made a “turnaround” since beginning WBE. The experiences and changed perspectives reported by these seven youth suggest that they found work hope through their success in WBE, and were beginning to set goals, view themselves as agents, and seek pathways to reach their goals. We discuss implications for increasing the effectiveness of WBE to re-engage even greater numbers of at-risk youth and to facilitate their transition to work by enhancing work hope.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.002 | 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