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Record W2552915843 · doi:10.1177/2053951716666869

The Snowden Archive-in-a-Box: A year of travelling experiments in outreach and education

2016· article· en· W2552915843 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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueBig Data & Society · 2016
Typearticle
Languageen
FieldComputer Science
TopicQR Code Applications and Technologies
Canadian institutionsYork University
FundersEconomic and Social Research Council
KeywordsOutreachWorld Wide WebComputer sciencePolitical scienceLaw

Abstract

fetched live from OpenAlex

The Snowden Archive-in-a-Box is an offline wireless network and web server providing private access to a replica of the Snowden Digital Surveillance Archive. The online version is hosted by Canadian Journalists for Free Expression. A work-in-development since April 2015, the Archive-in-a-Box is both a research tool and a tool for public education on data surveillance. The original version is powered with battery packs and housed in a 1960s spy style briefcase. When it is turned on, anybody in the vicinity can access the archive by connecting their wireless device to the Snowden Archive WiFi network and browsing to a website. Open the briefcase up and one finds a wood panel with a flatscreen inset, playing back the IP traffic of the archive's current users. Thus, while an audience such as a class of students or workshop group can access the Snowden documents and learn about mass surveillance from primary materials, they are also shown what data surveillance ‘looks like’. This Commentary explores my experiences during the first year of the Snowden Archive-in-a-Box. I examine my experiences as an international traveller carrying a suspicious briefcase of Top Secret materials and this project's reception by certain audiences. The project is still a prototype, yet it is quickly gathering a following and a number of permanent installations around the world. What could this mean for the future of surveillance education and leaks-enabled research?

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)0.000
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: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.958
Threshold uncertainty score0.152

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 science0.0010.000
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 head0.069
GPT teacher head0.301
Teacher spread0.232 · 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