Bibliographic record
Abstract
This is article providing a brief description of the life and scientific achievements of Alan Edward Beck, emeritus Professor of Western University. He was born in England on January 27, 1928 and passed away on December 1st, 2020 at his home in London (Ontario), Canada. He will be remembered not only for his significant contributions in Geophysics but also his active participation in activities of the International Heat Flow Commission- IHFC. In 1958 he was a founding faculty member of the Department of Geophysics of the University of Western Ontario, London, Canada. Shortly thereafter became Acting Head (1961), and then Head (1963) of the Department of Geophysics. He was a founding member of the International Heat Flow Commission, Vice Chairman for the period of 1979 to 1983 and then Chairman during 1983 to 1987. He retired in 1993 but continued to be active with participation in several international organizations. Beck was honored with the J. Tuzo Wilson Award of the Canadian Geophysical Union in 1993.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.005 |
| Insufficient payload (model declined to judge) | 0.019 | 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".