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Record W4403841289 · doi:10.1080/15710882.2024.2420177

Co-design and civic governance: self and others in a dispute over urban infrastructure

2024· article· en· W4403841289 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

VenueCoDesign · 2024
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInnovative Approaches in Technology and Social Development
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsCorporate governanceBusinessPublic relationsSociologyEnvironmental planningPublic administrationPolitical scienceGeographyFinance

Abstract

fetched live from OpenAlex

This paper explores how citizens help shape the urban environment, partly through their talk, as they participate in a dispute about what elements of that environment should be like. In our investigation of the talk in civic meetings concerning a bicycle lane, we argue that some of the interactional activities of the meeting can be understood as a form of co-design that involves both present and absent others. Accordingly, we seek to expand the understanding of co-design beyond those explicit collaborative practices that involve designers and others to also include contexts of urban governance. Through considering how citizens present themselves in ways that variously detail personal experience, knowledge of a City’s design-consultation processes, and references to multiple others, we can see how a disagreement concerning an element of urban infrastructure (an existing bicycle lane) is enacted in ways that impact subsequent governance decisions (the lane is removed). We consider how conflict and disruption might be considered constitutive elements of some situations of co-design, with our work building on previous scholarship that explores the policy-related settings of, e.g. government debates, as instances of co-design.

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)0.000
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.634
Threshold uncertainty score0.552

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.011
GPT teacher head0.227
Teacher spread0.216 · 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