Assessing Outcomes of Curricular Change: A View from Program Graduates
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
Graduates of dental programs constitute a stakeholder group that is able to provide unique information concerning the effectiveness of the dental curriculum in preparing them for dental careers. Following the implementation of planned curricular changes, graduates of the former and the new curricula were surveyed. Results indicate that, while both groups perceive themselves to have been adequately prepared by their D.D.S. program for practice, graduates of the new curriculum indicated a higher level of preparedness in several areas, especially regarding selecting, prescribing and administering pharmacotherapeutic agents. In addition, the results suggest that the change in the first two years from an emphasis on basic sciences and preclinical laboratory work to an early introduction to live dental patients and the integration of foundation sciences and clinical courses were endorsed. The evidence gathered from this alumni survey indicates that the reforms implemented in the dental curriculum were appropriate. Areas requiring further investigation are also discussed.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| 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