A pathfinder in the Peenemünde raid 50 operations over Nazi occupied territory
Bibliographic record
Abstract
"Arthur volunteered for aircrew service with the RAF in 1940 at the age of 19, as soon as his school examinations were completed. He trained as a navigator in Canada and Florida. After further training in the UK and crewing up with a pilot and other crew members, he joined 97 Squadron, flying Lancasters in December 1942. The following April the crew transferred to Pathfinder Force, where their operations included the shuttle-service attack on Friedrichshafen and the attack against Peenemünde. In September, having completed two tours, he was posted to the Mediterranean theatre, initially in Libya and later in Italy. He flew five further operations, three in Halifaxes and two in Wellingtons, the latter in support of the Yugoslav resistance. In December 1944 he returned to the UK and joined Transport Command before being seconded to BOAC. Arthur's direct and detailed account of his experiences is a fascinating and valuable document of an astonishing feat to be exposed to such danger and to survive to tell the tale."
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 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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.003 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.005 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.044 | 0.007 |
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".