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Record W2981443529 · doi:10.1515/edu-2019-0006

Making Pedagogic Sense of Design Thinking in the Higher Education Context

2019· article· en· W2981443529 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.

Bibliographic record

VenueOpen Education Studies · 2019
Typearticle
Languageen
FieldEngineering
TopicDesign Education and Practice
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsDesign thinkingContext (archaeology)MindsetPedagogySociologyRelevance (law)Engineering ethicsDisciplineEpistemologyEngineeringSocial sciencePolitical science

Abstract

fetched live from OpenAlex

Abstract This paper explores the educator experience and sense-making of design thinking pedagogy in the higher education context. Design thinking has become a pedagogical phenomenon in higher education due to its widespread relevance across many disciplines. Some studies discuss design thinking as a pedagogy in the educational context; however, there is a lack of empirical research to understand the educator perspective on design thinking pedagogy. Three design thinking educators who have had more than fifteen years of teaching experience were interviewed to explore their experiences. The data from these individual in-depth, semi-structured interviews were analysed employing Interpretative Phenomenological Analysis (IPA). One super-ordinate theme; capability building for everyone , and four subordinate themes; developing a participatory approach towards world issues ; developing an open, explorative attitude ; developing creative ability ; and developing an ethical mindset were identified. From these findings, the paper argues that design thinking educators have the basis for a pedagogical rationale that transcends disciplinary boundaries and provides common ground for collaboration and on-going development of design thinking pedagogy as an emerging field in education.

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)0.000
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: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.494
Threshold uncertainty score0.456

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.262
GPT teacher head0.448
Teacher spread0.186 · 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