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Record W1985408710 · doi:10.1162/desi_a_00047

Wrapped Attention: Designing Products for Evolving Permanence and Enduring Meaning

2010· article· en· W1985408710 on OpenAlexaboutno aff
Stuart Walker

Bibliographic record

VenueDesign Issues · 2010
Typearticle
Languageen
FieldComputer Science
TopicInnovative Human-Technology Interaction
Canadian institutionsnot available
Fundersnot available
KeywordsMeaning (existential)SociologyMedia studiesLibrary scienceEnvironmental ethicsComputer scienceEpistemologyPhilosophy

Abstract

fetched live from OpenAlex

October 01 2010 Wrapped Attention: Designing Products for Evolving Permanence and Enduring Meaning Stuart Walker Stuart Walker Stuart Walker is Co-Director of the ImaginationLancaster creative research lab at Lancaster University, UK and Visiting Professor of Sustainable Design at Kingston University, UK. Formerly, he was Associate Dean at the Faculty of Environmental Design, University of Calgary, Canada where he retains an affiliation. His research papers have been published and presented internationally and his conceptual designs have been exhibited at the Design Museum, London, across Canada, in Rome and, most recently, at the Storey Gallery, Lancaster, UK. He serves on the editorial boards of several international journals. His book, Sustainable by Design: Explorations in Theory and Practice is published by Earthscan, London, and Enabling Solutions, co-authored with Ezio Manzini and Barry Wylant is published by the University of Calgary Press. Search for other works by this author on: This Site Google Scholar Author and Article Information Stuart Walker Stuart Walker is Co-Director of the ImaginationLancaster creative research lab at Lancaster University, UK and Visiting Professor of Sustainable Design at Kingston University, UK. Formerly, he was Associate Dean at the Faculty of Environmental Design, University of Calgary, Canada where he retains an affiliation. His research papers have been published and presented internationally and his conceptual designs have been exhibited at the Design Museum, London, across Canada, in Rome and, most recently, at the Storey Gallery, Lancaster, UK. He serves on the editorial boards of several international journals. His book, Sustainable by Design: Explorations in Theory and Practice is published by Earthscan, London, and Enabling Solutions, co-authored with Ezio Manzini and Barry Wylant is published by the University of Calgary Press. Online ISSN: 1531-4790 Print ISSN: 0747-9360 © 2010 Massachusetts Institute of Technology2010 Design Issues (2010) 26 (4): 94–108. https://doi.org/10.1162/DESI_a_00047 Cite Icon Cite Permissions Share Icon Share Facebook Twitter LinkedIn Email Views Icon Views Article contents Figures & tables Video Audio Supplementary Data Peer Review Search Site Citation Stuart Walker; Wrapped Attention: Designing Products for Evolving Permanence and Enduring Meaning. Design Issues 2010; 26 (4): 94–108. doi: https://doi.org/10.1162/DESI_a_00047 Download citation file: Ris (Zotero) Reference Manager EasyBib Bookends Mendeley Papers EndNote RefWorks BibTex toolbar search Search Dropdown Menu toolbar search search input Search input auto suggest filter your search All ContentAll JournalsDesign Issues Search Advanced Search This content is only available as a PDF. © 2010 Massachusetts Institute of Technology2010 Article PDF first page preview Close Modal You do not currently have access to this content.

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)0.001
metaresearch head score (Gemma)0.003
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: none
Teacher disagreement score0.023
Threshold uncertainty score0.078

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.002
Scholarly communication0.0040.006
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0230.005

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 head0.038
GPT teacher head0.294
Teacher spread0.256 · 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

Citations10
Published2010
Admission routes1
Has abstractyes

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