Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The Royal Flying Corps, later the Royal Air Force, was formed in 1912 and went to war in 1914 where it played a vital role in reconnaissance, supporting the British Expeditionary Force as 'air cavalry' and also in combat, establishing air superiority over the Imperial German Air Force. Edward Bujak here combines the history of the air war, including details of strategy, tactics, technical issues and combat, with a social and cultural history. The RFC was originally dominated by the landed elite, in Lloyd George's phrase 'from the stateliest houses in England', and its pilots were regarded as 'knights of the air'. Harlaxton Manor in Lincolnshire, seat of landed gentry, became their major training base. Bujak shows how, within the circle of the RFC, the class divide and unconscious superiority of Edwardian Britain disappeared - absorbed by common purpose, technical expertise and by an influx of pilots from Canada, Australia,
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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 it