MétaCan
Menu
Back to cohort

PREFACIO

2025· book-chapter· es· W4412433858 on OpenAlexfundno aff
Roberto Marinucci

Bibliographic record

Venuenot available
Typebook-chapter
Languagees
FieldSocial Sciences
TopicMigration, Racism, and Human Rights
Canadian institutionsnot available
FundersInternational Labour OrganizationInternational Development Research Centre
KeywordsPhilosophy

Abstract

fetched live from OpenAlex

El presente libro, organizado por Carmem Lussi, del Centro Scalabriniano de Estudos Migratórios de Brasilia - CSEM, nace como una “contranarrativa”, un análisis de la coyuntura y las tendencias migratorias que busca cuestionar y complejizar los enfoques superficiales y a menudo manipulados de esta cuestión. Sabemos que no hay narrativas neutrales: cada punto de vista es siempre la visión desde un punto específico. En el caso de este libro, la perspectiva tiene dos prioridades: el rigor académico y la universalidad de los derechos humanos. El rigor y la honestidad intelectual van de la mano con el compromiso con los derechos de los pueblos, las personas e incluso el planeta Tierra, nuestro hogar común. Por eso, además de cinco artículos que abarcan las distintas zonas geográficas del planeta, abordamos algunos temas que consideramos prioritarios, como el cambio climático, la feminización de la migración y las luchas de los migrantes.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.795
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 studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0310.002

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 head0.022
GPT teacher head0.293
Teacher spread0.270 · 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 designTheoretical or conceptual
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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same topicMigration, Racism, and Human RightsFrench-language works237,207