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Record W4415207828 · doi:10.3390/higheredu4040062

Regenerative Education Design: A Co-Creative Exploration of Online Academic Learning

2025· article· en· W4415207828 on OpenAlexaff
Mieke T. A. Lopes Cardozo, Thevuni Kotigala, Thursica Kovinthan Levi, Aye Aye Nyein, Naw Tha Ku Paul, Sidsel Palle Petersen, Melina Merdanovic

Bibliographic record

VenueTrends in Higher Education · 2025
Typearticle
Languageen
FieldPsychology
TopicCreativity in Education and Neuroscience
Canadian institutionsUniversity of Toronto
FundersUniversiteit van Amsterdam
KeywordsReflection (computer programming)ContemplationReading (process)Higher educationStudent engagementReflective practiceLifelong learningEducational technology

Abstract

fetched live from OpenAlex

This article explores applying regenerative development approaches in an Amsterdam-based university course on “Education and International Development” during the COVID-19 pandemic. A transnational team examined possibilities and challenges in virtual/hybrid learning, focusing on co-creative pedagogies to enhance engagement and mutual learning. The study uses auto-ethnographic narratives, reflection questions, and student insights to reflect on critical, transgressive, decolonising, and contemplative pedagogies. Findings highlight three design premises for regenerative approaches to higher education: paradigm shifting for purpose-driven education; living system thinking for co-creative pedagogy; and holistic developmental learning for being-education. This research contributes to innovative educational practices in international fields of study and invites readers in a reflective reading experience.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.880
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.178
GPT teacher head0.493
Teacher spread0.315 · 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 designObservational
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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