Oral History Interview with Hetty Walker, September 15, 2007
Bibliographic record
Abstract
The National Museum of the Pacific War presents an oral interview with Hetty Walker. Walker was born in Holland in 1935. Her family took shelter from air raids by hiding under their kitchen table, the children wearing pots on their heads. During severe bombing, they spent an entire month in their basement. In May 1940, the sky was so full of planes that it looked dark. Her mother salvaged parachutes from downed aviators and used the silk to make clothing for her family. Food was scarce, and they subsisted on potatoes and black bread. As a professional musician, her father was forced to entertain Germans; he listened to their conversations and passed information to the Dutch resistance. Walker witnessed brutality against the Jews in her village, but she also knew German soldiers who were kind enough to bring her family food. When the war ended, there was a big celebration, with dancing in the streets. Walker and her family immigrated to North America, sponsored by Canadian soldiers they had hosted during the war.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.002 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.083 | 0.016 |
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".