The effect of a career development programme based on the Hope-Action Theory: Hope to Work for refugees in British Columbia
Bibliographic record
Abstract
The purpose of this study was to assess the proximal and distal outcomes of a career development training programme for refugees that was developed based on the Hope-Action Theory (HAT). Adopting an experimental design, proximal outcomes such as self-efficacy, hope-action competencies, job search clarity, and career adaptability were assessed three times; and distal outcomes including employment status, job-seeking activities, career growth, hopeful career state, work engagement, and job satisfaction were assessed once at nine months. We used a two-way mixed effects analysis of covariance and a serial mediation analysis. The programme was effective in developing hope-action competencies, general self-efficacy, and job search clarity. The experimental group participants exhibited higher hopeful career state and work engagement. A serial mediation model of the HAT-based intervention predicting job satisfaction was found. Limitations and future directions are discussed.
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How this classification was reachedexpand
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 | 0.004 | 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 | 0.000 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".