Critical Ethnographic Analysis of “Doing Good” on Short‐Term International Immersion Experiences
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
Reciprocal partnerships are growing alongside the rise of international learning and "doing" experiences for students and clinicians. This paper questions how global citizenship, the acquisition of awareness and skills to sensitively navigate through a rapidly globalized social world, is cultivated amidst international partnerships focused on short-term immersion opportunities. Using an ethnographic methodology to examine the experiences of occupational therapy students abroad, this paper addresses the potential for competing agendas when the motivation to participate within these partnerships is driven in part by a desire to "do good." The empirical lens was directed towards the students' verbal, written and enacted narratives rather than the sociocultural realm of the sending institution, the host organization or the occupational realities of the local communities, therefore is limited in discursive scope. Nevertheless, the need is great for further critical appraisal of objectives and expectations by all parties to foster a partnership culture of reciprocity and equality and to diminish the neocolonial legacy of Western expertise dissemination. By examining how the stated and implied desire to do good exists alongside the risk to do harm to individuals and international networks, the conclusions can be extended locally to highlight the challenges to "partnering up" between clinicians and patients.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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