Bibliographic record
Abstract
A year ago, our journal had the opportunity to publish the inaugural Meyer Elkin Address by Jonah, Peter, and Marian Wright Edelman. This past summer, the Association of Family and Conciliation Courts was honored to have George Thomson speak at its conference in Vancouver, British Columbia. Thomson was presented with this honor for his hard work and dedication to family law in Canada and throughout the world. The Family and Conciliation Courts Review is honored to publish this speech by Thomson. Described by his colleagues as a “miracle worker” and “superman”, Thomson has led a fascinating career that has followed several different paths. As an undergraduate student, Thomson attained a B.A. in philosophy and English from Queen's University in Kingston, Ontario. He remained at Queen's University and received an LL.B., then completed his formal education with an LL.M. from the University of California. Thomson has had a diverse background in the legal field, serving as an educator, a judge, and a government official. From 1968 until 1971, he worked as both an associate professor and assistant dean at the University of Western Ontario in London, Ontario. After his brief stint with the university, he was appointed judge of the Provincial Court for the Province of Ontario. Thomson held this position for five years before becoming an associate deputy minister of Community and Social Services, where he served as the head of the Children's Services Division. In the 1980s, Thomson returned to the bench in the provincial court. Additionally, he was the director of education for the Law Society of Upper Canada. Most notably, however, Thomson chaired a provincial committee on social welfare reform. By 1989, Thomson had moved from the bench into governmental work. He briefly served as the deputy minister of citizenship for Ontario. He was then appointed the deputy minister of labor until 1992. From 1992 until 1994, Thomson served as Ontario's deputy attorney general. He then became the deputy minister of justice and deputy attorney general of Canada. Most recently, Thomson has been a special advisor to the minister of justice and attorney general of Canada. The following Meyer Elkin address was presented at the annual Convention of the Association of Family and Conciliation Courts in Vancouver, Canada, in June 1999.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.613 | 0.501 |
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".