Youth unemployment: Implications for social work practice
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
Summary This article discusses a missing but emergent role of social work with unemployed young people. The authors highlight the transitional and structural factors of youth unemployment. Using a social work lens, the “Youth Employment Network” (YEN) is discussed and the International Labour Organization’s “4Es” (employability, equal opportunity, employment creation, entrepreneurship) framework is elaborated. This article adds a fifth “E” (Ecological connection) and proposes a “5Es” model for social workers to support unemployed young people to overcome transitional and structure barriers for employment. Findings Limited social work programs, studies, or evaluations are targeted for unemployed young people despite historical concern with employment conditions of workers and suggest the instrumental role in research, policy and practice concerning the unemployed young people. Applications Recommendations are provided in terms of how to implement the 5Es in policy, education, training, and direct practice of social work in youth employment.
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 | 0.001 | 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 | 0.004 | 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