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Record W4416409781 · doi:10.1177/17470161251396228

Conducting creative research: Research ethics and research conduct in art and design

2025· article· en· W4416409781 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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueResearch Ethics · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicArtistic and Creative Research
Canadian institutionsUniversity of British ColumbiaEmily Carr University of Art and DesignSimon Fraser University
Fundersnot available
KeywordsScholarshipResearch ethicsIndigenousInformation ethicsBridge (graph theory)Ethics of technologyAdaptation (eye)Creativity

Abstract

fetched live from OpenAlex

The application of research ethics and responsible conduct of research standards in art and design scholarship presents unique challenges. Traditional ethics and conduct frameworks, often shaped by biomedical and social science research models, can conflict with creative methodologies. Key issues include tensions between institutional regulations and creative practices, the integration of emergent methods (e.g. research-creation), the complexity of overlapping professional roles, and the unique ethical obligations of working in Indigenous research contexts. Drawing on Canadian case studies from Emily Carr University of Art + Design and OCAD University, this topics piece highlights three collaborative initiatives—(1) a series of workshops and presentations, (2) the development of open access educational resources, and (3) the launch of a student research design award—all of which strive to bridge gaps in understanding and compliance. These efforts emphasize the need for flexible, collaborative, and context-sensitive approaches. Ongoing critical engagement and adaptation in research ethics and conduct education, particularly in regards to emerging technologies and the growth of interdisciplinary research practices, is vital.

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)0.284
metaresearch head score (Gemma)0.135
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies, Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMetaresearch, Science and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.792
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.2840.135
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0050.003
Science and technology studies0.0110.031
Scholarly communication0.0020.001
Open science0.0010.003
Research integrity0.0010.047
Insufficient payload (model declined to judge)0.0010.000

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 head0.932
GPT teacher head0.634
Teacher spread0.298 · 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