Bibliographic record
Abstract
The ‘Singapore Strategy’ has been the subject of derision for generations of historians. According to the conventional view, Britain, unable to maintain a large naval presence in the Far East in peacetime, planned to despatch a battle fleet from European waters to Singapore once war with Japan had begun. Before these vessels arrived, British forces already present in the Far East would prevent Singapore from falling into enemy hands. Subsequent operations would be directed exclusively towards securing a fleet action with the Japanese navy.1 This is little more than a caricature of the Admiralty’s real intentions, but a consensus has nevertheless emerged that the idea of sending a fleet to the Far East was unrealistic when it was conceived in the early 1920s; that it became completely impractical during the 1930s; and that the Admiralty stubbornly clung to it long after its flaws should have been obvious. It has also been suggested that devotion to this strategy was responsible for the destruction of the Prince of Wales and Repulse off the Malayan coast in December 1941.
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 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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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 teacher head, 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".