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Record W4407572794 · doi:10.1002/9781119895534.ch15

Bureaucracy

2025· other· en· W4407572794 on OpenAlexaboutno aff
Amanda J. Reinke, Jaymelee J. Kim

Bibliographic record

Venuenot available
Typeother
Languageen
FieldSocial Sciences
TopicInternational Development and Aid
Canadian institutionsnot available
Fundersnot available
KeywordsBureaucracyPolitical scienceLaw

Abstract

fetched live from OpenAlex

Bureaucracy refers to the administration of care and control, and a growing body of literature and theory seeks to directly address the role of bureaucracy in peace and conflict settings given its inextricable presence in violence and peacebuilding endeavors. As an interdisciplinary topic of study, bureaucracy is variously examined as a tool for processing and provisioning for social needs, a way to obscure power asymmetries, and a producer of barriers to accessing needed services. Because of these factors, the relationship and role of bureaucracy within peace and conflict contexts merit inclusion in any comprehensive compilation of key concepts. In this chapter, the authors examine the historical roots of the term and its usage in peace and conflict studies, revealing how bureaucracy functions in systems of power and control, ranging from the extraordinary to the mundane. The practical importance of applying concepts from bureaucracy research is evidenced via case studies from diverse micro- and macro-level conflict and peace settings, including human trafficking, transitional justice in Canada, and refugee and immigrant processing. Finally, critical examination of the field suggests the need for further research in bureaucratic successes and some types of complex bureaucratic relationships.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.452
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0840.001

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 head0.338
Teacher spread0.328 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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

Citations1
Published2025
Admission routes1
Has abstractyes

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Same topicInternational Development and AidFrench-language works237,207