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
<JATS1:p>An illustrated exploration of the development, technology and operations ofWilde Saufighters in the night skies over Germany during the Defence of the Reich.</JATS1:p> <JATS1:p>In July 1943, theNachtjagdverband’s defence of Germany from the RAF’s increasingly effective night bombing campaign was nearly brought to a standstill. ‘Window’ – strips of paper with aluminium foil covering one side – had been introduced, dropped by bombers to jam German radar. Fortunately for the Luftwaffe, theWilde Sauconcept of defending point targets using single-engined fighters was already in existence, and would become the cornerstone of the night defence of Germany during the summer and autumn of 1943.</JATS1:p> <JATS1:p>In this new study, Martin Streetly details the origins, tactics and implementation ofWilde Sau, exploring its successes and failures through the experiences of pilots who flew Bf 109s, Fw 190s and Me 262s into combat against Lancaster and Halifax heavy bombers. First-hand accounts ofWilde Saumissions are brought to life through archival photographs and newly commissioned artworks of some of the most iconic German fighters of World War 2.</JATS1:p>
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 | 0.001 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.011 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.011 | 0.004 |
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