Study on the Local Origin of the Yunxi Qixi Festival
Bibliographic record
Abstract
Based on the literature of the Yunxi Qixi Festival, this paper studied on its local origin in order to clarify the pseudo-propositional characteristics of origin place of the Qixi Festival and the true propositional characteristics of the national popularity of the Qixi Festival. By means of a literature study, a hypothesis was raised that the Qixi Festival and the legend of Cowherd and Weaver Girl were developed separately at first, and then the two merged, and finally formed today's form.The materials of the Yunxi Qixi Festival were untrue, and they were constructed by today's people, which were obviously suspected of intentionally establishing the natural and cultural landscape of the legend of Cowherd and Weaver Girl. These natural and cultural landscapes constructed by today's people could not be said to had been built by the ancients, otherwise there were deception. There was nothing bad about the natural and cultural landscape built by people, which showed that Yunxi people loveed the Qixi Festival more.
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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 | 0.002 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".