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Record W4294756112 · doi:10.1177/14730952221124824

‘ <b>¡</b> Eso no se dice’!: Exploring the value of communication distortions in participatory planning

2022· article· en· W4294756112 on OpenAlex
Joanna Kocsis

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.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenuePlanning Theory · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicUrban Planning and Governance
Canadian institutionsUniversity of Toronto
FundersSocial Sciences and Humanities Research Council of CanadaInternational Development Research Centre
KeywordsSociologyAgency (philosophy)Power (physics)Public relationsCitizen journalismValue (mathematics)LawPolitical scienceSocial scienceComputer science

Abstract

fetched live from OpenAlex

Plans and policies rely on knowledge about communities that is often made by actors outside of the community. Exclusion from the creation of knowledge is a function of exclusion from power. Marxists, feminist, decolonial and postmodernist theorists have documented how the knowledge of some subjects is disqualified based on their gender, race, socio-economic position or a range of other constructed differences. Often, several of these constructions intersect in one person's life, compounding their exclusion in ways that are both relational and structural (Crenshaw, 2017). Participatory planning approaches bring members of the community into contact with planning authorities in an effort to include their voices and interests in official plans. Essential to meaningful engagement in such a process is the participant's ability to turn their ideas into change through the exercise of their agency. When that potential for transformation is missing, participation is tokenistic at best and dangerous at worst (Cooke and Kothari, 2001, Hickey and Mohan, 2004; Forester, 2020). When planners ask people whose agency is restricted by institutional and cultural forms of subjugation to talk about issues that adversely impact them, but over which they have little control, we can create exposures to internal and external risks that we are ill-equipped to mitigate. How can planners work towards social transformation without shifting the burden of speaking truth to power onto community members? One of the ways in which power and knowledge are related is through the complicated process of communication. Reflecting on power and communication in planning practice, this paper contemplates the question: when working with communities that have been historically excluded from the creation of knowledge about themselves, should planners strive for undistorted communication or should the distortion in communication be analysed for what it can tell us about agency and power, and opportunities for resistance and transformation?

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.334
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.138
GPT teacher head0.350
Teacher spread0.212 · 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