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Record W7135160570

I Spy with My Little Eye: The power of visual facilitation in participatory processes

2023· article· en· W7135160570 on OpenAlexaff
Marianne Lind, Franziska Gläser

Bibliographic record

VenueOCAD University Open Research Repository (OCAD University) · 2023
Typearticle
Languageen
FieldEngineering
TopicDesign Education and Practice
Canadian institutionsOntario College of Art and Design
Fundersnot available
KeywordsSketchCitizen journalismVisualizationMultidisciplinary approachParticipatory planningParticipatory designVisual researchVisual thinkingProcess (computing)
DOInot available

Abstract

fetched live from OpenAlex

Observations of an illustrator and a landscape architect This paper aims to investigate how visual techniques can improve collaboration and foster participatory design processes, ultimately leading to sustainable change. The authors propose that utilising various visualisation techniques can lead to improved solutions for future challenges that require collaboration across different fields. Drawing on their combined 20 years of experience, one as an illustrator and the other as a landscape architect, they emphasise the benefits of visual facilitation that stem from their personal experience and preference for visual thinking and making sketch notes. By exploring the cognitive aspects and the potentials found in visual thinking, the authors aim to shed light on the valuable contributions of visualisation in facilitating effective collaboration and driving innovation in multidisciplinary contexts. The authors have chosen graphic recording and gigamapping as two co-creating methods to discuss the benefits and drawbacks of these visual methods and provide a deeper understanding of how visualisations can enrich systems oriented design processes. Using these two examples, they want to motivate system oriented designers not only to enrich their processes with visualisations but also to recognise the strong influence of such methods in co-designing processes to promote collective idea generation. This paper will explore the extent to which visual thinking techniques can support collaborative and participatory processes in systems oriented 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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.010
metaresearch head score (Gemma)0.038
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.050

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.038
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0100.025
Scholarly communication0.0070.007
Open science0.0020.009
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0040.001

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 head0.085
GPT teacher head0.347
Teacher spread0.262 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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