MétaCan
Menu
Back to cohort
Record W2405717312 · doi:10.1080/08865655.2016.1179208

The Colombia–Ecuador Border Region: Between Informal Dynamics and Illegal Practices

2015· article· en· W2405717312 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Borderlands Studies · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Relations in Latin America
Canadian institutionsnot available
Fundersnot available
KeywordsConsolidation (business)PoliticsPolitical economyPolitical scienceState (computer science)DemocracyGrassrootsSocial dynamicsSociologyEconomic systemEconomicsLaw

Abstract

fetched live from OpenAlex

This paper examines two different phenomena in the Amazonian border region, taking into account the analytical framework of international relations to understand the way in which States face them: (1) the informal dynamics of everyday life that have been part of the State formation process, and (2) illegal practices. We argue that they are different but not independent processes. First, informal sectors are part of the “political economy of war,” due to the incipient consolidation of the State, linked to historical isolation and the strong influence of the internal armed conflict in Colombia’s border region and its transnational dynamics in Ecuador. Legal activities often finance illegal activities of non-state armed actors and depend on it. Second, public policies in the region are based on a national or regional security point of view without articulating with regional integration policies. Finally, States act individually in the Andean region with no policies of cooperation at all. This lack of articulation has had a negative impact on human security. States’ responses to illegal activities have failed, leading to a capturing of the political system. Nonetheless, guerrilla and Colombian government peace talks have opened a new path to think differently on how to consolidate the State control and to build social linkages based on regional integration, social inclusion and consolidation of democratic rule.

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.

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)0.002
metaresearch head score (Gemma)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.763
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.001
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 head0.056
GPT teacher head0.410
Teacher spread0.354 · 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