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Record W7117537375 · doi:10.1177/00207152251396003

A comparative and interconnected study of the incorporation process in China, Japan and Korea, 1780s–1940s

2025· article· en· W7117537375 on OpenAlexvenueno aff
Sung Hee Ru

Bibliographic record

VenueInternational Journal of Comparative Sociology · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicWorld Systems and Global Transformations
Canadian institutionsnot available
Fundersnot available
KeywordsGeopoliticsProcess (computing)East AsiaColonialismTRACE (psycholinguistics)

Abstract

fetched live from OpenAlex

Although external arenas’ incorporation processes into the capitalist world-system have long been studied in the fields of world-systems analysis, colonial studies, comparative historical sociology, and global and connected history, the study of incorporation in three East Asian countries has remained primarily unexamined. Based on the fact that the incorporation of three countries in China, Korea, and Japan into the capitalist world-system took place during the long 19th century, and that the three countries were inextricably linked during the incorporation process, this study examines the incorporation process of China, Korea, and Japan, respectively, and examines the geographical and geopolitical relations between the three countries. This study helps to trace the long-term capitalist development of East Asian countries and contributes to showing the holistic yet contradictory picture of the three countries’ progress in synchronizing with the capitalist world-system.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.116
Threshold uncertainty score0.231

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.005
Science and technology studies0.0030.003
Scholarly communication0.0020.002
Open science0.0000.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.035
GPT teacher head0.394
Teacher spread0.359 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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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