54955: Photograph of Lt. Percy Bufton
Bibliographic record
Abstract
Photo of Flight Lt. Percy Bufton (Royal Flying Corps) with a young woman. Regimental Quarter Master Serjeant 2960 Reginald Percy Bufton, Montgomeryshire Yeomanry, was later comissioned and served as a Lieutenant in the Royal Flying Corps and Royal Air Force. Part of a collection relating to Walter H. Powell, Llandrindod Wells, (private / driver M2-267205 Mechanised Transport Army Service Corps). Born 1898, Walter tried to join up under-age on a number of occasions, finally succeeding in 1916. He served many months - (more than 2 years?) - in different army units in Britain, before going over to France. He served as a despatch rider for an anti-aircraft battery in 1918-1919. Walter was gassed "suffering the effects all his life". He was a founder member of Toc-H in Llandrindod, and a keen footballer - he died in 1994 aged 96. However Walter's older brothers (Cliff and Percy Powell) and his uncle (Humphrey Powell) died of wounds sustained during the war.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.012 | 0.002 |
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".