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Record W2086637373 · doi:10.2307/3557832

Political Transition in Cambodia 1991-99: Power, Elitism and Democracy.

2001· article· en· W2086637373 on OpenAlexvenueno aff
Milton Osborne

Bibliographic record

VenuePacific Affairs · 2001
Typearticle
Languageen
FieldSocial Sciences
TopicCambodian History and Society
Canadian institutionsnot available
Fundersnot available
KeywordsElitismDemocracyPower (physics)PoliticsPolitical scienceTransition (genetics)Political economyDemocratizationDevelopment economicsEconomic systemSociologyEconomicsPhysicsLawChemistry

Abstract

fetched live from OpenAlex

Preface Acknowledgements Acronyms Tables Maps South East Asia Cambodia I Peace Seeking II Assumptions of Peace III A Critical Overview of the Operation IV Early Challenges to Transition V Elite Challenges to Transition - the Khmer Rouge VI Elite Challenges to Transition - the CPP VII From 'Coalition' to Confrontation, 1993 to 1997 VIII Peripheral Challenges to Transition, 1993 to 1997 IX Recreating Elite Stability, July 1997 to July 1998 X Conclusion Notes Bibliography Index

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.897
Threshold uncertainty score0.517

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.011
GPT teacher head0.253
Teacher spread0.242 · 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.

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

Citations57
Published2001
Admission routes1
Has abstractyes

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