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Record W3134044440 · doi:10.21606/drs.2008.43

The Complex Field of Research: for Design, through Design, and about Design

2010· article· en· W3134044440 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

VenueProceedings of DRS · 2010
Typearticle
Languageen
FieldEngineering
TopicDesign Education and Practice
Canadian institutionsConcordia University
Fundersnot available
KeywordsComputer scienceField (mathematics)Design methodsSystems engineeringEngineeringMechanical engineeringMathematics

Abstract

fetched live from OpenAlex

The concept of design research is evolving through the literature, on-line discussions, and conferences. They revolve around defining what research is and where it belongs in design education and practice. This paper provides a framework for understanding the approaches to design research that builds upon existing overviews of the field provided by Bruce Archer, Richard Buchanan, Nigel Cross, Christopher Frayling, and Ken Friedman, among others. It begins with a brief history of design research to provide a foundation for understanding that research has been an integral part of the field of design since the early twentieth century. It then discusses the difference between clinical, applied, and basic research, providing an overview of the variety of approaches in each area. It is intended to serve as a guide to the discussion and provide a map of the literature. It is not intended as a detailed description or evaluation of the approaches or to serve as a vehicle for learning the methods, techniques, or theories of design research.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.679
Threshold uncertainty score0.322

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.202
GPT teacher head0.401
Teacher spread0.199 · 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