Bibliographic record
Abstract
The period of Mongol overlordship during the late Kory? period witnessed the influx of an unprecedented number of non-traditional elements into the central bureaucracy. These nontraditional recruits to the old system tried to partake in the culture of the great descent groups of the capital and thus present themselves as equals of these great families. As they lacked both hereditary social status and a long and illustrious history of producing central officeholders, these men from nontraditional backgrounds tended to seek recourse in Buddhism, which for centuries served as the primary locus of the capital-based elite’s identity as great families. But the capital-based elite were beset by a serious fiscal crisis that threatened their very livelihood during the late Kory?. As a result, the late Kory? elite became increasingly aware of and concerned about the material riches of Buddhism. This heightened attention and not the purported decadence of Buddhism played an important role in Buddhism’s fall from its privileged position among the Kory? elite.
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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 | 0.009 | 0.023 |
| 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 | 0.023 |
| Scholarly communication | 0.012 | 0.008 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.011 | 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".