MétaCan
Menu
Back to cohort
Record W3137407668 · doi:10.24908/ijesjp.v8i1.14285

Redes de colaboración y Formación para el Fomento de la Ingeniería Comprometida: Reflexiones hacia Futuros Posibles

2021· article· es· W3137407668 on OpenAlex
Carolina Salcedo, Mateo de Jesus Vega-Noguera, Juan David Reina-Rozo

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

VenueInternational Journal of Engineering Social Justice and Peace · 2021
Typearticle
Languagees
FieldSocial Sciences
TopicHigher Education and Sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesPolitical sciencePhilosophy

Abstract

fetched live from OpenAlex

Este escrito explora desde dos perspectivas el ejercicio de colaboración y las implicaciones de trabajo colectivo en redes de formación de ingeniería. Una primera mirada apunta a las reflexiones teóricas de la evolución de la disciplina y las confluencias de la colaboración y las redes, y una segunda apuesta se encuentra en el análisis de diversas redes en el continente Americano, tal es el caso de las redes ESJP con mayor actuación en Norteamérica, REPOS en Brasil y RECIDS en Colombia desde América Latina. A nivel metodológico se realizó una revisión de literatura y de entrevistas semi estructuradas a siete personas que participan de estas. Mediante diferentes canales de difusión digital fue posible vislumbrar sus inicios e ideales que dieron cabida a la formación y consolidación de estos espacios colaborativos. Ante lo cual, se gesta un símil narrativo de tensiones evidentes en el accionar colectivo como el concepto de desarrollo social y, de las potencialidades y oportunidades que se denotan en el presente y nutren un futuro cercano tal como la justicia social. Finalmente, enmarcados en una realidad agobiante y común a la humanidad se formulan algunas ideas alrededor de las posibilidades de acción en el escenario de pos-pandemia.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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: Empirical
Teacher disagreement score0.634
Threshold uncertainty score0.767

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
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 head0.014
GPT teacher head0.391
Teacher spread0.378 · 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