Bibliographic record
Abstract
Dr. Lysanne Campeau (M.D., C.M., Ph.D., F.R.C.S.C.) is an Assistant Professor of Urology at McGill University’s Jewish General Hospital. Through her flamboyant career in medicine, her research accomplishments and her advocacy work for gender equality in medicine, she is a model of ambition, dedication and passion. Dr. Campeau completed medical school as well as her urology residency at McGill University. She is the first woman to complete her entire residency at McGill University in this specific field. Dr. Campeau then went on to complete a clinical fellowship in Female Pelvic Medicine and Reconstructive Surgery at New York University, as well as a Ph.D. in Physiology and Pharmacology at Wake Forest Institute for Regenerative Medicine. She then came back to work as a urologist at the Jewish General Hospital and a clinical researcher at the Lady Davis Institute. Her research interests lie in female pelvic medicine, voiding dysfunction and urogenital reconstruction. In addition to her clinical and academic duties, Dr. Campeau is involved in teaching urology residents as well as in some volunteer endeavours in the community. A resilient person, Dr. Campeau builds on her experience of gender discrimination in medicine to advocate for equality in her field. She also aims to raise awareness on the topic of incontinence, which is often taboo among the public. Through awareness campaigns as well as her innovative research in the field, Dr. Campeau works to develop new treatments and improve outcomes for patients who suffer from this condition. Dr. Campeau is a positive leader and role model for aspiring female physicians, to whom she advises to cultivate adaptiveness, integrity and honesty in order to navigate the challenging journey that is medicine.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.004 | 0.009 |
| Insufficient payload (model declined to judge) | 0.033 | 0.012 |
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 source (direct Gemma or distilled Codex), 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".