Women Plastic Surgeons of Canada: Empow <i>her</i> ment Through Education and Mentorship
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
Gender disparity in plastic surgery in Canada is an important issue. The Women Plastic Surgeons of Canada (WPSC) group was created to highlight the interests and concerns of female members of the Canadian Society of Plastic Surgeons (CSPS). Women Plastic Surgeons of Canada seeks to teach and implement measures to overcome the internal and external factors contributing to "the plastic ceiling." In addition, the WPSC group was created to raise awareness about the gender gap in our leadership and implement strategies to empower female surgeons to "lean in" and seek out leadership roles in plastic surgery. Education, mentorship, and networking among female CSPS members are first steps in empowering our female surgeons. All members of the CSPS are encouraged to learn about gender disparity in order to work together to address this issue.
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 | 0.002 | 0.029 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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