Facilitating goal-directed transition projects for young adult newcomers to Canada: a qualitative study of a brief supportive counseling intervention
Bibliographic record
Abstract
Transition to life in a new country represents complex and challenging tasks for young adults. This transition can be conceptualized as goal-directed action. To date, the literature has not described how these transitions intersect in the goal-directed life projects in which young newcomers engage. Similarly, the literature has not reported attempts to facilitate these processes through brief, goal-oriented supportive counseling interventions. In this study, 12 newcomers to Canada, aged 20–34 years, participated in an individual counseling support intervention intended to assist them to identify and engage in their transition-oriented projects. Qualitative data were collected using the action-project method over approximately a six-month period. Findings indicated that participants engaged in a range of transition projects, thematically grouped as relationship, career, and identity. The findings also revealed information about participants’ engagement with the intervention as part of their transition projects. Implications for research and practice are drawn.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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".