Women in academic psychiatry in the United Kingdom
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
Although there seems to be a shared impression that the proportion of women in academic psychiatry is substantially lower than in National Health Service (NHS) posts, we are not aware of any empirical data on this. In the USA, women physicians have been shown to be more likely to pursue an academic career than men (Nonnemaker, 2000), but the number who advance to Professor appears significantly lower than expected (Reiser et al , 1993; Nonnemaker, 2000). Women in academic psychiatry in Canada also appear less likely to advance to senior positions than their male colleagues (Penfold, 1987). A recent survey of 44 academic institutions in the UK, carried out by the National Centre for Social Research (Blake & La Valle, 2000), found that women occupied lower grade academic posts than their male counterparts and therefore were less eligible to apply for project research grants. Those that were eligible were as successful in gaining funding as their male colleagues.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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