Critical Reflections in International Contexts: PolyEthnographic Accounts of an International Doctoral Research Seminar
Bibliographic record
Abstract
As the world becomes more globally interconnected, international partnerships, including those within higher education, have increased. In an exemplar of these international partnerships from an academic standpoint, selected doctoral students and faculty from Australian, Chinese, and Canadian universities participated in an International Doctoral Research Seminar held in China in December 2015. The objective of this seminar was to have academic debate regarding educational reform. A critical by-product of this seminar was the meaning made by the participants from this experience. This paper reviews the critical polyethnographic reflections of the Canadian participants for three salient and influential topics including the role of culture, power dynamics, and organizational systems, all in relation to this international academic partnership experience. These reflections have ramifications for future programs specifically for enhancing the international development of doctoral students under the broader umbrella of international academic partnerships.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.019 | 0.044 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.035 | 0.032 |
| Scholarly communication | 0.010 | 0.006 |
| Open science | 0.003 | 0.015 |
| Research integrity | 0.004 | 0.012 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".