A Moment In Time - a 21st birthday in Bomber Command
Bibliographic record
Abstract
This watch was a 21st birthday present to my father from his parents. It is inscribed with his initials LJD (Leonard James Daniels) and his birthday 10 August 1944.This though was no moment of celebration. My father had already come of age a year earlier when he volunteered to join the RAF. He trained in Canada and become a bomb aimer/navigator flying in Lancaster bombers with 207 squadron.His flying logs indicate the many bombing raids on Germany that he took part in through 1943 and by 1944 into France. It is remarkable that a school boy should so suddenly be thrust into the midst of war and even more notable that he survived. 50% of Bomber Command's crews never came home.For me, this modest watch represents so much more than a birthday present. It stands for the danger and sacrifice of a whole generation who fought for the benefits of a life of peace and plenty we all take for granted even in today's uncertain times.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.027 | 0.003 |
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; both teacher heads agree on what is shown here.
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".