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Guatemalan Ex-Combatant Perspectives on Reintegration: A Grounded Theory

2014· article· en· W325639995 on OpenAlexaff
Randall Janzen

Bibliographic record

VenueThe Qualitative Report · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicPeacebuilding and International Security
Canadian institutionsSelkirk College
Fundersnot available
KeywordsDemobilizationGrounded theoryPrerogativeDisarmamentSociologyEx partePolitical scienceCriminologyLawQualitative researchSocial sciencePolitics

Abstract

fetched live from OpenAlex

While reintegration programs for ex‐combatants have become a major focus of cease fire agreements, their success remains elusive. In this study, I interview members of Nuevo Horizonte, an intentional community comprised of Guatemalan ex‐guerrillas. These men and women reflect on two questions: what was reintegration like, and what advice do you have for other reintegrating ex-combatants. Using a grounded theory approach, common themes (such as being united) were developed and lead to a substantive theory of their transformative reintegration process. The collective voice of these ex‐ combatants challenges conventional reintegration programs by (a) challenging the demobilization prerogative showcasing how their unity was integral to their reintegration experience and (b) challenging the development model in which ex‐combatants are viewed as lacking capacity and in need of outside experts to deliver solutions. By highlighting how reliance on their own capacity resulted in their successful reintegration, these ex‐combatants believe their experience can assist other ex‐combatants around the world.

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)0.011
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.611
Threshold uncertainty score0.633

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0110.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
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 head0.102
GPT teacher head0.498
Teacher spread0.396 · 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 designTheoretical or conceptual
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

Citations13
Published2014
Admission routes1
Has abstractyes

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