Undergraduate Specialist Program in Pathobiology at the University of Toronto
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
Following a merger of the Departments of Pathology, Clinical Biochemistry, and part of Medical Microbiology, our faculty agreed to deliver a new, unique undergraduate program "Specialist in Pathobiology" at the University of Toronto, in order to teach current concepts of mechanisms of disease to students selected from the large undergraduate science population. The emphasis was on molecular and cellular aspects of pathogenesis and not on the clinical practice of laboratory medicine and pathology. Based on the then new Department of Laboratory Medicine and Pathobiology, we drew upon our large faculty and new recruits in both basic and clinical science to deliver a new curriculum that is unique and dynamic. We began admitting students in 2000, and we have now graduated our 15th class. In this study, we describe our philosophy and goals for the program, and report its success based on student outcomes and innovative course offerings.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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) | 0.000 | 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 it