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Record W4417515850 · doi:10.1016/j.sheji.2025.10.001

Scaffolding Futures Making: Facilitating a More Democratizing Futuring Practice

2025· article· en· W4417515850 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueShe ji · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicInnovative Education and Learning Practices
Canadian institutionsSimon Fraser University
FundersSocial Sciences and Humanities Research Council of CanadaAndrew W. Mellon Foundation
KeywordsFutures contractMetaphorConceptualizationCognitive reframingMaterialismLiteracyLearning theoryDeliberationCritical theory

Abstract

fetched live from OpenAlex

In this article, we develop a conceptual framework for democratizing futures making, a practice often dominated by corporate and professional elites. We argue that more inclusive participation requires a deeper engagement with the pedagogical dimensions of how people come to imagine, explore, and shape the future together. To this end, we introduce scaffolding as a structured approach to futures making through embedded, embodied, and emergent processes. In the first section, we critically examine futures literacy as an approach to democratizing futures making and show why its cognitivist and linguistic focus is limited. Drawing on design theory and organizational theory, we outline how a new materialist perspective offers a more viable alternative. In the second section, we revisit scaffolding as a pedagogical metaphor used to organize learning, reframing it through materialist perspectives to avoid prescriptive interpretations. In the final section, we describe how scaffolding can be put into practice as part of futures making. • A clearer conceptualization of how pedagogy can support the democratization of futures making. • Although futures literacy offers useful insights for teaching futures making, it relies too heavily on cognitive and linguistic models that overlook the material and grounded aspects of collective aspiration. • The traditional pedagogical metaphor of scaffolding often emphasizes instructor control and learner passivity, despite its learner-centered origins. • Drawing on new materialist interpretations, the article advances a socio-material understanding of scaffolding in which futures making involves learning that is embedded, embodied, and emergent.

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)0.002
metaresearch head score (Gemma)0.010
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.816
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.001
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 head0.054
GPT teacher head0.463
Teacher spread0.409 · 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