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Record W3200175417 · doi:10.5210/spir.v2021i0.12155

TECHNOLOGICAL SOVEREIGNTY AND SOCIAL JUSTICE: EXPLORING THE INTERSECTION OF FREE SOFTWARE AND INDIGENOUS KNOWLEDGE

2021· article· en· W3200175417 on OpenAlex

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 · 2021
Typearticle
Languageen
FieldComputer Science
TopicOpen Source Software Innovations
Canadian institutionsYork UniversityUniversité de Montréal
Fundersnot available
KeywordsSovereigntyIndigenousSociologyMetaphorPolitical scienceLawPolitics

Abstract

fetched live from OpenAlex

Questions of independence and sovereignty have long been present with regards to the Internet. In 1996, for instance, John Perry Barlow published his now well-known “Declaration of the Independence of Cyberspace”. Twenty-five years later, notions like “digital sovereignty”, “data sovereignty” and “technological sovereignty” are increasingly used in public debates. This presentation will explore “technological sovereignty” but through the lens of Indigenous perspectives as well as those of social movements inspired by free software activism. These two perspectives seem to share what can be called an anti-hegemonic perspective on technological sovereignty. While they may reinforce each other, they also differ on many perspectives. It is noted for instance that the philosophy of information sharing in free and open-source software might foster the usage and misappropriation of knowledge held by Indigenous communities (Christen, 2012; Gida, 2019). This analysis will prolong a previous study by the authors which identified different discursive trends around sovereignty (anonymous reference). Methodologically, our approach is grounded in discourse analysis and reviews of academic and activist literature that has mobilized metaphors of digital sovereignty. What is the role of the metaphor of “sovereignty” in reconfiguring Indigenous and social justice activism, in relation to the Internet? What are the commonalities between these perspectives? How are they reinforcing or contradicting each other? We intend to contribute to the theme of this year’s AOIR conference – Independence – by looking at the critical discourses of Indigenous people and social activists through the lens of the metaphor of digital (technological/data) sovereignty.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.497
Threshold uncertainty score0.371

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
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 science0.0010.002
Research integrity0.0000.001
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 head0.063
GPT teacher head0.326
Teacher spread0.263 · 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