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COLOMBIA 2022: DEL FIN DE LA GUERRA AL GOBIERNO DEL CAMBIO*

2023· article· es· W4386025599 on OpenAlexaff
Sandra Botero, Laura García-Montoya, Silvia Otero-Bahamón, Sebastián Londoño-Méndez

Bibliographic record

VenueRevista de ciencia política · 2023
Typearticle
Languagees
FieldSocial Sciences
TopicHistory and Politics in Latin America
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsHumanitiesPolitical sciencePhilosophy

Abstract

fetched live from OpenAlex

El artículo explica el cambio histórico que ocurrió en Colombia en 2022, donde por primera vez en la historia un presidente de izquierda fue elegido.La primera sección describe los patrones electorales y las razones por las que Gustavo Petro ganó, enfocándose en tres: el despliegue organizativo de la coalición, el cambio en algunos ejes centrales de la discusión pública (de la guerra a la redistribución), y la coyuntura de crisis que trajo la pandemia global.La segunda parte analiza las dinámicas de los primeros meses de gobierno y los desafíos que enfrenta, incluyendo la colisión de demandas redistributivas y la dificultad de implementar una agenda centrada en justicia social en medio de una crisis económica y sin resolver los problemas del conflicto armado.Finalmente, el artículo concluye con un análisis de Colombia en el contexto de América Latina y el "segundo giro hacia la izquierda".

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.508
Threshold uncertainty score0.989

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0050.003
Scholarly communication0.0060.002
Open science0.0000.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0200.001

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 head0.018
GPT teacher head0.342
Teacher spread0.324 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

Citations9
Published2023
Admission routes1
Has abstractyes

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