Three Domains of Competency in Global Health Education: Recommendations for All Medical Students
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
In the setting of world population growth and migration, global health issues have an increasing impact on domestic conditions and our medical practitioners. The authors ask: What exactly constitutes global health, and how much do U.S. and Canadian medical students or practitioners need to know about it? To address this topic, the authors convened an American Society for Tropical Medicine and Hygiene Committee on Medical Education, sought input from the Global Health Education Consortium, and surveyed members of the American Committee on Clinical Tropical Medicine and Travelers' Health for educational priorities within the tropical medicine field. The information gained from these sources has been distilled into three domains of global health competency that the authors propose each medical school curriculum should try to achieve for all students: global burden of disease, traveler's medicine, and immigrant health. The authors present here the rationale for altering curricula to include these three topics as a starting point for discussion among medical educators.
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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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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