Bibliographic record
Abstract
Dr. Robin Boushey is a colorectal surgeon and an Assistant Professor of Surgery in the Department of Surgery, Division of General Surgery at the University of Ottawa, Ontario, Canada. Robin was born in Ottawa and received his undergraduate, medical degree, and general surgery residency training at the University of Toronto. During his residency, he also completed a PhD focusing on the biologic actions of glucagon-like peptide-2 at the Institute of Medical Science and the School of Graduate Studies at the University of Toronto. After his residency, he completed a Minimally Invasive Surgery Fellowship at The Centre for Minimally Invasive Surgery at St. Michael's Hospital, University of Toronto. This was followed by additional training in colon and rectal surgery at the Lahey Clinic in Boston, Massachusetts. He then joined the University of Ottawa where he also serves as the Research Director for the Division of General Surgery at the University of Ottawa. He is an investigator with the Ottawa Health Research Institute (OHRI) and heads up a research team whose major interests are in knowledge transfer. He owns several patents and has received multiple grants.
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 | 0.001 | 0.001 |
| 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 | 0.000 |
| 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".