Understanding the Occupational Deprivation of Refugees: A Case Study from Kosovo
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
BACKGROUND: Occupational deprivation as a concept has been presented and discussed in the occupational therapy and occupational science literature for the past several years. The discussion to date, however, has been largely exploratory and theoretical in nature. PURPOSE: This article represents the author's attempt to further understandings of occupational deprivation as a lived experience through research undertaken with Kosovar refugees living in Australia. METHOD AND RESULT: The article focuses on the story of one of the participants of the study which is presented as a case study to illuminate aspects of occupational deprivation as a process occurring over time. The case study is interwoven with interpretive commentary, which serves to highlight key issues as to how occupational deprivation may be experienced by groups of people in different cultural, historic and societal contexts and how it may therefore be addressed by occupational therapists. PRACTICE IMPLICATIONS: The article concludes with reflections on future directions with respect to both further research and professional action. In particular, the focus of professional action is oriented to a population-based approach.
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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 | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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