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
Lord Halifax (1881–1959) served in World War I, sat in Parliament, and held various ministries before becoming viceroy of India (1925–31). Coping with militant insurrection, Halifax brokered a peace that led to the London Round Table Conference of 1931. Once back in Britain, he held several more ministerial posts before being made foreign secretary in February 1938. Though at first accommodationist towards peaceful German expansion in Austria, Danzig, and Czechoslovakia, he turned against Hitler once the Führer broke his word during tense negotiations, held at Godesburg in September 1938, over the Sudeten Germans. Halifax fostered massive rearmament and cemented a deal guaranteeing Poland's borders. In May 1940 he declined the prime ministership in favor of Winston Churchill, who appointed him ambassador to the United States (1941–46). He helped negotiate a much‐needed American loan and played a significant role at the Dumbarton Oaks Conference of 1944.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it