The Analysis of the Liangzhu Culture Based on Jade Artifacts and Architecture
Bibliographic record
Abstract
The Liangzhu culture was mainly distributed in the Taihu Lake basin and was one of China's important civilizations of the Neolithic Age. Its core area is in the ancient city of Liangzhu in Pingyao Township, Yuhang District, Hangzhou City, Zhejiang Province. With the archaeological excavations of the Liangzhu culture, there have been many speculations about the social structure of the Liangzhu culture. Previous research generally believed that the Liangzhu culture was an alliance of villages within a particular area and that the ruling class in the political center did not have excessive control over other village owners. This article will further explore the possible social structure based on past research on the social structure of the Liangzhu culture. By studying the villages and water conservancy facilities within the Liangzhu culture, this article argues that a power core may have dominated the culture, and its ruling class had specific resource control and administrative rights over the villages within its jurisdiction.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.004 |
| 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".