Advances in medical education and practice: student perceptions of the flipped classroom
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
Advances in medical education and practice: student perceptions of the flipped classroom Mohammed Salik Sait,1 Zohaib Siddiqui,2 Yasir Ashraf3 1Barts and the London School of Medicine and Dentistry, 2King’s College School of Medicine, 3School of Medicine, Imperial College London, London, UKWe read with great interest the article by Ramnanan and Pound which reviews the benefits and limitation of the “flipped classroom” (FC) approach to teaching in medical schools.1 As fifth-year medical students from three separate UK medical institutions, we appreciate the emphasis placed on the development of an effective medical school curriculum that enables students to critically engage with the both scientific and clinical concepts. We hence share our views on the development of the FC approach to teaching.View the original paper by Ramnanan and Pound.
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 | 0.014 | 0.249 |
| 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 | 0.002 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.004 |
| 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