Bibliographic record
Abstract
Abstract The decision of Philip II to send the Spanish Armada had been long in coming. For decades England and Spain had engaged in hostile actions against each other. Religious differences fostered a climate of hostility and paranoia about the other. Philip II, who was once king‐consort of England, saw himself as the protector of English Catholics, and had long sought the restoration of Catholicism on the island. Many of Queen Elizabeth's advisors were imbued with the notion of a Catholic “world conspiracy” led by none other than Philip himself. However, religious differences were not strong enough to erode the traditional policy of amity and cooperation between the two kingdoms. By the 1580s, however, growing English attacks on the high seas and Spanish outposts in the New World could no longer be ignored, leading the Spanish monarch to retaliate with embargoes and impressments of English shipping and sailors. These measures, coupled with the growing English interference in the Netherlands, helped to magnify long‐standing religious tensions, especially after Queen Elizabeth signed the Treaty of Nonsuch with the Dutch rebels. By this England pledged to provide over six thousand troops and to pay a quarter of the costs of the war against Spain. In return, the Dutch relinquished the ports of Flushing, Brill, and Ostend as sureties for the repayment of the queen's expenses. Yet it was the attacks of Francis Drake on Vigo and Bayona in October 1585 that finally pushed Philip II to retaliate. He came to the realization that the only way to defend his global empire was to attack the problem at its source. By early 1586 planning for an invasion of England had begun.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.083 | 0.019 |
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".