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Record W7130644015 · doi:10.22364/rfr.36.09

Overlooked Peacekeeping Strategy of the Early Eastern Han: Insights from the Monument of Mount Yanran

2025· article· W7130644015 on OpenAlexaff
Ka Ki Alan Ho

Bibliographic record

VenueReliģiski-filozofiski raksti · 2025
Typearticle
Language
FieldSocial Sciences
TopicEurasian Exchange Networks
Canadian institutionsMcGill University
Fundersnot available
KeywordsMountState (computer science)Power (physics)PeacekeepingKey (lock)

Abstract

fetched live from OpenAlex

The Eastern Han regime (25–220 CE) was one of the most powerful states in the ancient world. At its height, it controlled territories stretching from present-day Korea and Mongolia in the north to Vietnam in the south, and reaching as far west as Central Asia. Despite its strength, the military power of the Eastern Han has often been overlooked, as the state traditionally emphasized civil bureaucracy, guided by Confucian principles. However, in 2017, a Mongolian research team discovered an ancient monument within its territory; the inscription was later confirmed to be “Proclamation Plaque at Mount Yanran”, as described in the Hou Hanshu (History of the Later Han). This discovery sheds light on the underappreciated military capabilities of the regime. Through the examination of General Dou Xian (?–92 CE) – the key contributor to the monument – and his influential family, this paper argues that the Eastern Han regime relied heavily on military families to safeguard its borders. This study offers a preliminary analysis, more on a conceptual level, of the zenith of Eastern Han military prowess, a topic that has historically been underemphasized.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.627
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.003
Science and technology studies0.0010.002
Scholarly communication0.0000.000
Open science0.0030.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.019
GPT teacher head0.271
Teacher spread0.252 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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