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Record W4392406590 · doi:10.5210/spir.v2023i0.13409

PUSHING BACK: DIGITAL RESISTANCE AS A SENSITIZING CONCEPT

2023· article· en· W4392406590 on OpenAlex
Stéphane Couture, Sophie Toupin, Guillaume Latzko-Toth

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

VenueAoIR Selected Papers of Internet Research · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Media and Politics
Canadian institutionsUniversité LavalConcordia UniversityUniversité de Montréal
Fundersnot available
KeywordsResistance (ecology)BiologyEcology

Abstract

fetched live from OpenAlex

This paper thus aims to contribute to media, communication, and digital technology studies by proposing a more systematic conceptualization of digital resistance. While the notion of resistance in relation to technology is often connoted negatively and associated the rejection of innovation of change, our approach to digital resistance takes here a new meaning: political and critical. Indeed, the notion of digital resistance is often used in academia and public discourse to describe practices of using, subverting, and creating technologies, usually in a progressive and anti-oppressive perspective (Russell, 2005). However, the term is still relatively undefined, and many practices could be categorized as digital resistance if the term was better defined. We propose in this paper a preliminary but formal conceptualization of digital resistance. Our theorization takes place in the context of a research project on the cartography of digital resistance. Different data collection and analysis activities will be implemented to have a wide and panoramic empirical view of the phenomenon of digital resistance. In this project, the cartographic approach takes on a dual meaning, namely a broad and systematic description of a phenomenon, and the implementation of an original digital device allowing its visualization and potentially participatory enrichment. Our preliminary empirical mapping identified six dimensions to analyze digital resistance that we will present in this paper.

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)0.001
metaresearch head score (Gemma)0.007
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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.439
Threshold uncertainty score0.990

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.056
GPT teacher head0.393
Teacher spread0.337 · 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