Hutton, Maurice, (1856–5 April 1940), Queen’s University, Kingston; McGill University, Montreal, and Macmaster’s University, Toronto; Professor of Greek, 1887, and Principal 1901–28, of University College, Toronto; Acting President of the University, 1906–07 and 1925; retired, 1928; Member of the Royal Society of Canada (English section); President of this Section, 1918–19; President of the League of the Empire (Canadian Branch); on the Executive of the League of Nations (Toronto Branch)
Bibliographic record
Abstract
"Hutton, Maurice, (1856–5 April 1940), Queen’s University, Kingston; McGill University, Montreal, and Macmaster’s University, Toronto; Professor of Greek, 1887, and Principal 1901–28, of University College, Toronto; Acting President of the University, 1906–07 and 1925; retired, 1928; Member of the Royal Society of Canada (English section); President of this Section, 1918–19; President of the League of the Empire (Canadian Branch); on the Executive of the League of Nations (Toronto Branch)" published on by Oxford University Press.
Stored with the screening record, where it is evidence for the labels above.
How this classification was reachedexpand
The three-model screen
all 5,600 screened works →All three models called this out of scope.
Biographical reference entry (obituary-type record) for a Canadian university professor and principal; contextual academic record rather than a study of research.
This is a biographical reference entry about a university professor.
Who Was Who biographical reference entry/obituary, not a study of research.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.008 | 0.003 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.068 | 0.015 |
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".