The Toronto Addis Ababa Academic Collaboration in Nursing: Living the Concept of Counterparts
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
<ns4:p>This article was migrated. The article was marked as recommended. A 2010 Lancet Commission on global higher education for the health professions called for institutional and instructional reforms worldwide in order to keep pace with pressing global health care needs. Among their many recommendations is an awareness of the value of international collaboration to enhance educational quality. In this article, we reflect on our experience of building such a collaboration in nursing. Using the concept of counterparts as articulated by DeSantis (1993; 1995), we describe the highlights as well as the lessons of our work together in developing the research component of the Masters of Science in Nursing (MScN) at Addis Ababa University in Ethiopia. We extend DeSantis' (1995) emphasis on roles in the relationship for understanding what constitutes success in international collaborations. Beyond identifying roles and responsibilities, our story calls attention to the value of cultivating relationships in which interdependence, mutuality, and issues of reciprocity are at the fore.</ns4:p>
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| 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 it