Buckland, Barry oral history interview
Bibliographic record
Abstract
The Columbia Theatre on 530 Columbia St. in New Westminster was built in 1927 as a 900-seat movie theatre. Until the mid-1980s, the building housed a cinema, and was the first cinema in Canada with air conditioning. After being closed for many years, the city of New Westminster sold the building to Barry Buckland in 2011, and he took on the task of restoring the theatre. Buckland is an Ottawa native, but came to New Westminster in 1985. Since then he has has operated a number of businesses. His goal is to revitalize the entertainment scene of the city by operating a comedy school, managing the Lafflines Comedy Club that occupies the theatre today, and providing a performance venue for up-and-coming local artists. He predicts that within 20 years, Columbia St. will again be a centre for entertainment in the region.\nThe interview was conducted as part of History 461 – Oral History Practicum at Simon Fraser University
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.015 | 0.002 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.135 | 0.013 |
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".