International Exposure to Pharmacy Leadership, Education and Practice: The Early Qatar Experience
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
Introduction: The College of Pharmacy (CPH) at Qatar University (QU) offers international experiences for Doctor of Pharmacy (PharmD) students from North America. The objective of these rotations is to provide students with exposure to pharmacy practice and education in a progressive Arab country. Design: Each internship consisted of 5 core components: i) Qatar national priorities, strategic planning, and educational system; ii) academic leadership; iii) student instruction; iv) project, and; v) pharmacy practice. Evaluation: Since 2010, eleven students from three universities have successfully completed elective experiences. Students consistently rated rotations highly in terms of organisation, unique experiences, and exposure to faculty with diverse backgrounds. Additional benefits to the host and parent colleges included student exchange, programme development, research collaboration and recruitment. Future Plans: International experiences have been well received and will continue to be offered in order to broaden student perspective of pharmacy education and practice in the Middle East.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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