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Record W4402967819 · doi:10.1145/3677045.3685499

Illustrating, Annotating & Extending Design Qualities of Slow Technology

2024· article· en· W4402967819 on OpenAlexaff
William Odom

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicDesign Education and Practice
Canadian institutionsSimon Fraser University
FundersUniversitas Brawijaya
KeywordsComputer scienceHuman–computer interactionSoftware engineering

Abstract

fetched live from OpenAlex

Slowness has emerged as a broad, yet rich lens to frame investigations into how temporality can be leveraged as a design material in creating computational objects. The proposal of slow technology is visionary, yet it is also abstract and there is a need to address how we design for slowness and temporality on theoretical and practical levels. The goal of this critical visualization is to build on a recent proposal of new design qualities for slow technology by illustrating and annotating them; and, subsequently unpacking how they are present in the conceptual and practical workings of six design artifacts. Our work visually illustrates key design qualities with attention to precise aspects of designed things to clarify and extend the theory of slow technology in a way that is difficult to achieve through verbal articulation alone. We conclude with a critical reflection on insights emerging across our research and interprets them to support future design research and practice. Note: as a critical visualization, our pictorial is available to view and download as a supplementary material attached to this DOI.

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 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: Not applicable · Consensus signal: none
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.880
Threshold uncertainty score0.499

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 head0.058
GPT teacher head0.321
Teacher spread0.264 · 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 teacher head, not a consensus.

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

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

Citations5
Published2024
Admission routes1
Has abstractyes

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