Connecting the Characteristics of International Volunteer Experiences with Their Impacts: A Canadian Case Study
Bibliographic record
Abstract
Abstract The direct relationship between international volunteer experiences and impacts has rarely been explored and yet is important for understanding why certain impacts occur in the lives of volunteers upon returning home. This information helps organizations to develop effective international volunteer programs. This interpretive case study of the Nova Scotia-Gambia Association’s volunteer program explores the interactions between motivations, experiences, and impacts of volunteers who participate in short-term, development aid projects. It utilizes qualitative interviews and participant observation with recent volunteers and interviews with past alumni to understand these relationships. The findings identify three distinct types of volunteer narratives connecting experiences and impacts—personal, professional, and negative categories. The key characteristics of the experience are living situations and conditions, location selection, work placement options, and non-work related activities, frame experiences and effect impacts, influencing the nature of the narrative. Narratives are also strongly influenced by volunteer personalities and characteristics of the local culture.
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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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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".