Shaping Plastic Surgery in British Columbia—The Courtemanche Legacy
Bibliographic record
Abstract
Dr Albert Douglas Courtemanche was born in Gravenhurst, Ontario on November 16, 1929. In 1949, he was accepted to the University of Toronto Medical School, graduating in 1955. After completing his internship at the Toronto General Hospital and at the Hospital for Sick Children, he completed his surgical training in Vancouver and in the United Kingdom. When Dr Courtemanche returned from his training in 1962, he joined Dr Cowan on the surgical staff at the Vancouver General Hospital. He was responsible for establishing a new plastic surgery ward, a dedicated operating room (OR), an integrated burn unit and also starting the UBC plastic surgery training program. Dr Courtemanche became involved in working with the Royal College, first as an examiner and then as the Chairman of the Plastic Surgery Exam Board in 1981. He eventually became the first and only plastic surgeon to ever hold the position as President of the Royal College. Dr Courtemanche emphasized throughout his career the importance of teaching and role modeling. A very proud moment in Dr Courtemanche’s career was when his son Douglas became a pediatric plastic surgeon. After retiring Dr Courtemanche became a volunteer at the VanDusen Botanical Garden and completed their Master Gardeners Program.
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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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.018 | 0.007 |
| Scholarly communication | 0.008 | 0.002 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.003 | 0.008 |
| Insufficient payload (model declined to judge) | 0.027 | 0.003 |
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".