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Record W2312301942 · doi:10.1017/s1537592711004981

Unraveling Internal Conflicts in East Asia and the Pacific: Incidence, Consequences, and Resolutions. Edited by Jacob Bercovitch and Karl DeRouen, Jr. Lanham, MD: Lexington Books, 2011. 342p. $85.00. - No Man's Land: Globalization, Territory, and Clandestine Groups in Southeast Asia. By Justin V. Hastings. Ithaca, NY: Cornell University Press, 2010. 256p. $65.00 cloth, $22.95 paper.

2012· article· en· W2312301942 on OpenAlexaff
T. V. Paul

Bibliographic record

VenuePerspectives on Politics · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicSoutheast Asian Sociopolitical Studies
Canadian institutionsMcGill University
Fundersnot available
KeywordsEast AsiaReligious studiesHistoryPhilosophyChinaArchaeology

Abstract

fetched live from OpenAlex

Unraveling Internal Conflicts in East Asia and the Pacific: Incidence, Consequences, and Resolutions. Edited by Jacob Bercovitch and Karl DeRouen, Jr. Lanham, MD: Lexington Books, 2011. 342p. $22.95 paper. - Volume 10 Issue 2

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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.695
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.006
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.017
GPT teacher head0.250
Teacher spread0.233 · 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 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
Published2012
Admission routes1
Has abstractyes

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