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Record W4364380433 · doi:10.18280/ijsdp.180314

Design Thinking for Innovation in Sustainable Built Environments and the Integration of an Inclusive Foresight and Design Thinking Framework

2023· article· en· W4364380433 on OpenAlex
Kallaya Tantiyaswasdikul

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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueInternational Journal of Sustainable Development and Planning · 2023
Typearticle
Languageen
FieldEngineering
TopicDesign Education and Practice
Canadian institutionsnot available
FundersThammasat University
KeywordsFutures studiesDesign thinkingSustainable developmentSustainable designArchitectural engineeringProcess managementKnowledge managementSystems thinkingEngineeringManagement scienceComputer scienceSustainabilityHuman–computer interactionPolitical scienceArtificial intelligence

Abstract

fetched live from OpenAlex

The search for new methods and tools to successfully address sustainability challenges is gaining momentum, due to the growing awareness of sustainability issues.Over the past two decades, design thinking (DT) has become a phenomenon in a wide range of contexts, and has recently drawn research attention as an innovative approach for handling complex socioecological problems.This review paper analyzes DT processes covered in sustainable built environment (SBE) articles that focus specifically on DT and innovation, with a view to suggesting/developing an affective new model for sustainability research.The research design was developed following Denyer and Tranfield's method.The author reviewed documents using the evidence from all open access English language articles related to this issue between 2000 and 2022 identified using a Scopus database search in order to clearly identify and analyze the challenges and opportunities for innovation growth in SBE using a DT and innovation framework, 50 articles were selected based on the PRISMA statement and plotted on a modified Ansoff Matrix.This systematic literature review indicates that research regarding DT for innovation in SBE is challenged by the matter of how to identify new contexts and new solutions for future-oriented sustainability.It is also proposed that a wider range of stakeholders are required to help optimize the solutions being generated.The results reveal research gaps in integrating foresight and DT into sustainability research.A model of inclusive foresight design thinking (FDT) is proposed to guide future research to support the practical application and enhance the viability of DT in sustainability.

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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.547
Threshold uncertainty score0.381

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
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 head0.029
GPT teacher head0.299
Teacher spread0.271 · 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