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
BACKGROUND: Although postgraduate trainees play a well-accepted role in medical education, little consideration has traditionally been given to senior undergraduate trainees as teachers. Recently, research has shown senior medical students (SMS) can play an effective teaching role for junior medical students (JMS) in non-clinical medical settings. PURPOSE: The purpose of our study was to understand the perceptions of SMSs as teachers in a clinical environment for JMS. METHOD: All students who participated in our peer-led bedside teaching programme from September 2010 to May 2012 were invited to complete a questionnaire following their teaching session. Fifty-six of 70 JMS (80%) and 15 of 15 SMS (100%) participated. Survey questions addressed learning, bedside experiences, teacher effectiveness and the overall usefulness of these sessions. The data collected were analysed for significance of the perceptions reported. RESULTS: We found students reported positive and statistically significant results in all domains examined. JMS reported that sessions were highly valuable learning, improved confidence and comfort at the bedside, had excellent teaching and were a valuable addition to their clinical skills training. SMS reported getting highly valuable learning through preparation and developing improved comfort in a teaching role. Little consideration has traditionally been given to senior undergraduate trainees as teachers CONCLUSIONS: Our findings demonstrate that peer-directed learning in undergraduate medical education can be effectively implemented in the clinical arena.
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 | 0.010 | 0.028 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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 it