Bibliographic record
Abstract
Alun Owen Hughes was born on May 4th, 1942 in Bridgend, South Wales. He attended Cowbridge Grammar School and graduated from St. John’s College, Cambridge in 1965. He received a teaching certificate as well as an MA from Cambridge. He also earned a diploma in cartography from the University College of Swansea. \nFrom 1967-1969 Alun was employed in London, England as a cartographic editor. He joined the faculty of the Department of Geography at Brock University in 1969. He also co-founded and coached the Brock Rugby Club. He retired from Brock in 2012. \nAlun was very involved in promoting and teaching the Welsh language in North America. His love of the language began when he was a child raised in a Welsh-speaking home. For the last 20 years of his life, Alun’s research focused on local history – primarily the history of Thorold, Ontario. He served on numerous committees, boards and historical societies. He was a very popular speaker, field trip leader and published \tresearcher. \nProfessor Hughes won numerous awards including: the British Cartographic Society’s Design Award in 1988; the Thorold Citizen of the Year in 2003 and the Queen’s Diamond Jubilee Medal in 2013. He was also named the Honorary Historian of the City of Thorold.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.002 | 0.002 |
| 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".