Bibliographic record
Abstract
XIX. The Czech Crisis, 1938 73. Diary, 20-24 May 1938 74. European Situation, 3 September 1938 75. To the Prime Minister, 14 September 1938 76. Diary, 23-24 September 1938 77. Memorandum for the Prime Minister (in Case of War), 24 September 1938 78. Diary, 25 September - 2 October 1938 79. After the Munich Agreement, 3 October 1938 80. A Fable (1938 Model), October 1938 81. Canadian Defence, 14 November 1938 XX. A Great Country Not Bound by Pledges, January-March 1939 82. Munich and After, [January 1939] 83. Memorandum for the Prime Minister (Guesses and Rumours), 27 January 1939 84. Memorandum for the Prime Minister (Preventive Wars), 30 January 1939 85. European Situation, 9 March 1939 86. Memorandum to the Prime Minister (Czech Occupation), 20 March 1939 87. Memorandum (German Consul), 22 March 1939 XXI. Automatic Belligerency - or Not, March 1939 88. To H.H. Wrong, 2 March 1939 89. To H.H. Wrong, 4 March 1939
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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.316 | 0.149 |
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".