Bibliographic record
Abstract
The history of Huaxia (Chinese: , a historical concept representing the Chinese nation and civi-lization) is full of wars. Various weapons were developed that are suitable for ground combat with horse-drawn vehicles. The weapon Ge (Chinese: ) was already used before 221 BC (before the Qin Dynasty, ca. 221–206 BC), and disappeared in around 25 AD (at the end of Western Han Dynasty). In most other regions in the world, this type of weapon has hardly been used. The weapon axe was used in the ancient wars (in the same period) outside Ancient China (also called the Middle King-dom), such as in Mesopotamia (the area of the Tigris–Euphrates river system). However, the weapon axe is different from Ge, although there seem some similarities. This article provides an in-depth study and analysis of the reasons for the historic use of this unique weapon Ge, of its development in Ancient China, and of its influence on (military and civil) culture.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".