Steel of the north: the Viking age in Britain
Bibliographic record
Abstract
In the eighth century men and women began to pour out of Scandinavia, driven outward by land pressures and internal strife. Later termed 'Vikings,' they had a huge impact on the course of European history, especially in Northern Europe, and most notably in the Atlantic islands of Britain, Ireland, the Faroes, Hebrides, Orkneys, and Iceland. The Vikings fought and settled across northern Europe and traveled as far from Scandinavia as Newfoundland on the coast of North America in the west and Constantinople in the east. The Vikings' impact in the British Isles was enormous, and their legacy still exists in linguistic and archaeological evidence all across England. The Vikings enjoyed considerable success in their raiding and conquest of the British Isles, and seemed poised to take over all of England and wipe out its patchwork of Anglo-Saxon kingdoms, until the last kingdom, Wessex, under Alfred (who became Alfred the Great for his defense) managed to turn the tide. Without Alfred's defense, Wessex and all of England would have been conquered by the Vikings, possibly permanently. While it is hard to trace the boundaries of the Viking Age across Europe, in England the age of the Vikings lasted from the earliest raids in the eighth century to the successful development of Alfred the Great's defensive system of fortifications, which under his reign repelled the most determined Viking invasions of Wessex, the last free English kingdom, and which his son would build into an extremely effective military system to re-conquer England.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.005 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.012 | 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 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".