Bibliographic record
Abstract
Abstract Hitler’s armed forces launched their assault on Poland at first light on Friday 1 September 1939. Through the next forty-eight hours the Prime Minister and his Foreign Secretary, Lord Halifax, prepared for the worst but retained some sparks of hope that it wouldn’t happen. Neville Chamberlain decided to form a small War Cabinet of non-departmental ministers and invited Churchill to be one of them, while Halifax juggled with a last-minute attempt to get Hitler to pull back, at the same time dealing with the French government’s prudent wish not to let it seem that Britain was dragging it into war. Through Saturday the 2nd the moods of Parliament and people hardened against further postponement of the inevitable. Chur-chill was restless and impatient. At last an ultimatum was sent to Berlin. It remained unanswered. At 11.15 on the morning of Sunday 3 September Chamberlain glumly broadcast his declaration that a state of war had come to exist between Britain and Germany. After the serio-comic interlude of a false air-raid alarm, Churchill went to the House to hear Chamberlain say much the same thing again. Labour’s Arthur Greenwood having affirmed his party’s support, Churchill made the short speech he had prepared for the occasion. (Had he taken it for granted that he would be called? Probably.) Then Chamberlain told him that the War Cabinet was to be enlarged to include the three services ministers, and asked whether Churchill would take the Admiralty. He would. He sent word to the Admiralty to be ready for him at 6 p.m. In the words of the signal flashed to the Royal Navy’s ships and stations worldwide, ‘Winston is Back!’
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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.387 | 0.167 |
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".