Perception, career choice and self-efficacy of UK medical students and junior doctors in urology
Bibliographic record
Abstract
INTRODUCTION: There is a growing concern about the reduced clinical exposure to urology at undergraduate level in the United Kingdom. As a consequence, the competencies of junior doctors are considered inadequate. The views of these doctors in training towards urology remain under reported. METHODS: A modified Delphi method was employed to construct a questionnaire. Given the rise of social media as a platform for scientific discussion, participants were recruited via a social networking site. Outcomes assessed included career preference, exposure to urology, perceived male dominance, and confidence at core procedures. RESULTS: In total, 412 and 66 responses were collected from medical students and junior doctors, respectively. Overall, 41% of participants felt that they had received a good level of clinical exposure to urology as part of their training and 15% were considering a career in this speciality. Female students were significantly less likely to consider urology as a career option (p < 0.01). Of these, 37% of the students felt confident at male catheterization and 46% of students regarded urology as a male-dominated speciality. CONCLUSIONS: Urology is perceived as male dominated and is the least likely surgical speciality to be pursued as a career option according to our survey. Increased exposure to urology at the undergraduate level and dedicated workshops for core urological procedures are needed to address these challenges.
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.
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 | 0.004 | 0.004 |
| 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 | 0.000 |
| 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".