My Great Grandad's WW2 Experience
Bibliographic record
Abstract
My great grandad, Raymond Fredrick Petts, was born on the 25th May 1922 in Lewisham, Greater London. In WW2 he was a Wellington Bomber pilot in the RAF. He flew in many missions including night missions over the North Sea bombing boats from the German Navy. The RAF then loaned him to the RCAF (Royal Canadian Air Force) to train their pilots. Whilst in Canada he was in 415 Squadron. He met my great grandma, Beryl Frances Bradbury, during the war when he was based at Heaton Park, and they got married 20th March 1944. My great grandma was in the WRNS (Women's Royal Naval Service). My great grandad went on to be a teacher then the headteacher of Bury Church of England High School. He died on the 4th February 1990.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.014 | 0.003 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.003 | 0.009 |
| Insufficient payload (model declined to judge) | 0.049 | 0.012 |
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".