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Record W4406507612 · doi:10.36390/telos271.01

Obstáculos, Beneficios y Desafíos del Programa Collaborative Online International Learning entre México, Estados Unidos y Canadá: Experiencias Docentes

2025· article· en· W4406507612 on OpenAlexaboutno aff
Gloria Amelia Gutú Moguel, Eréndira Yaretni Mendoza Meza

Bibliographic record

VenueTelos Revista de Estudios Interdisciplinarios en Ciencias Sociales · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicHigher Education Teaching and Evaluation
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceSociologyHumanitiesPhilosophy

Abstract

fetched live from OpenAlex

The objective of this article focuses on making known the obstacles, challenges and benefits experienced by forty-three teachers from Mexican, American, and Canadian universities who participated as presenters in COIL (Collaborative Online International Learning) during the spring of 2023. This qualitative-descriptive research followed a participatory research method through sampling, the data was gathered from twenty presentations which included experiential data, which took place at ANAHUAC university in Mexico, City from September 6th to 8th 2023. The assumption is that the use of the COIL methodology allows the student to have an international and collaborative experience from different approaches and contexts without leaving the classroom, becoming a tool for the internationalization and expansion of the curriculum that, in turn, expands global and digital competencies of teachers and students. This includes suggestions for future teachers in the implementation of COIL courses.

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)0.002
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.205
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0030.001
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.028
GPT teacher head0.382
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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designQualitative
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

Citations0
Published2025
Admission routes1
Has abstractyes

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