Student and Graduate Perceptions Regarding Canadian-based Accreditation of a Pharmacy Program in Qatar
Bibliographic record
Abstract
<b>Objective.</b> To determine student and alumni perceptions of a Canadian-based pharmacy degree accreditation in a Middle Eastern setting and to explore the impact on patient care practices. <b>Methods.</b> Current and former Doctor of Pharmacy students from Qatar University were recruited to participate in the study. Three focus groups were conducted with a total of 14 participants (39% of total population). Focus group discussions were recorded and transcribed verbatim. Transcripts were coded using a bottom-up, grounded theory approach to identify overarching themes related to the study objectives. <b>Results.</b> Data analysis of participants’ comments revealed three key themes regarding university accreditation by an international organization: influence on education, influence on patient care, and influence on the individual. Overall, participants responded positively toward international accreditation, as it was perceived to ensure the quality of education by meeting international standards, improve patient care through clinical training, and provide greater individual career opportunities through reputability. Participants responded negatively toward some aspects of accreditation: it was perceived to increase student workload, lacked recognition and did not result in differentiation in job-related duties, and was perceived to be the reason for training gaps related to culture and language within the accredited curriculum. <b>Conclusion.</b> Participants perceived international accreditation positively for its influence on education and patient care; however, some misconceptions and negative perceptions existed regarding its influence on the individual practitioner.
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How this classification was reachedexpand
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 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".