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Record W4408076141 · doi:10.1016/j.horiz.2025.100134

Two-Eyed Seeing and the Synoptic Transfer Framework: Braiding holistic and scientific ways of living in Education for Sustainable Development

2025· article· en· W4408076141 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

VenueSustainable Horizons · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental Education and Sustainability
Canadian institutionsUniversity of Saskatchewan
FundersCanada Research Chairs
KeywordsSustainable developmentHolistic educationEngineering ethicsArchitectural engineeringPsychologyMathematics educationEngineeringEcologyPedagogyBiology

Abstract

fetched live from OpenAlex

This paper explores the integration of holistic knowledge systems with Western scientific perspectives through the concept of Two-Eyed Seeing (TES). By examining philosophical underpinnings of TES, particularly through the lens of Wilfrid Sellars' synoptic view, the paper highlights the potential for creating a more comprehensive understanding through the concept of Two-Eyed Seeing with epistemic insight. The Synoptic Transfer Framework (STF) as a Western educational variant of TES inspired by Sellars’ philosophy is introduced. TES, as conceptualized by Indigenous Elders, and the Western STF both advocate for a multi-perspective approach to the world, where the scientific and holistic images complement rather than compete with each other. The paper also addresses the chances and challenges of applying TES in educational contexts, particularly in Education for Sustainable Development (ESD), identifying common pitfalls such as the naturalistic and the moralistic fallacy. Furthermore, it argues for the importance of educational frameworks that incorporate TES to foster culturally responsive and inclusive science curricula. The study underscores the relevance of TES and STF in addressing sustainability issues, emphasizing the sentient persons approach and the normative perspective in both. The braid metaphor is used to illustrate the continuous, dynamic interaction between perspectives rooted in factual evidence and societal values to ensure a sustainable future for humanity. The Synoptic Transfer Framework ('Two-Eyed Seeing'). Explanation in the text. Adapted from Zeyer (2024) .

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.683
Threshold uncertainty score0.654

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
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 head0.011
GPT teacher head0.262
Teacher spread0.251 · 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