Impact of accreditation on Caribbean medical schools’ processes
Bibliographic record
Abstract
BACKGROUND: Caribbean graduates contribute significantly to the US healthcare workforce. The accreditation requirements of local governments vary from one Caribbean island to another island. The Educational Commission for Foreign Medical Graduates (ECFMG) requirement that all future applicants be graduates from accredited medical schools drove Caribbean medical schools to seek accreditation. Accreditation has been found to significantly impact the educational processes of Canadian medical schools. Our study aims at investigating Caribbean medical school leaders' perceptions of the impact of accreditation on their school's processes. METHODS: This qualitative study and data analysis were done using a framework analysis. Academic leaders and faculty members from three different types of Caribbean medical schools (accredited, denied-accreditation schools, never applied for accreditation) were interviewed using semi-structured interviews. RESULTS: A total of 12 participants from six different Caribbean medical schools participated in the interview process. Themes of processes influenced by accreditation at Caribbean medical schools were similar to those found in the Canadian context and align with best practices of Continuous Quality Improvement (CQI). CONCLUSIONS: Caribbean medical schools are changing their educational processes as a result of accreditation requirements. Some processes are not maintained in a continuous manner, raising questions about the development of a true CQI culture.
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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 | 0.101 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.111 | 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".