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Record W4281686198 · doi:10.3233/ip-211536

Power in the modern ‘surveillance society’: From theory to methodology <sup/>

2022· article· en· W4281686198 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

VenueInformation Polity · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Security and Public Health
Canadian institutionsTellabs (Canada)
FundersEuropean Commission
KeywordsHierarchyRendering (computer graphics)Perspective (graphical)Power (physics)Computer scienceSociologyManagement sciencePolitical scienceData scienceLawArtificial intelligenceEngineering

Abstract

fetched live from OpenAlex

The rapid expansion of new Information and Communication Technologies has improved the possibilities for surveillance, rendering modern society a ‘surveillance society’ (Lyon, 2006). Surveillance practices today comprise a myriad of actors. However, relations between different groups of “observers” and “observed” and their respective impact on the form of surveillance are not yet sufficiently considered. Furthermore, methodologies are missing “to look beyond abstract theory” (Galič et al., 2017, p. 34). This paper proposes theoretical considerations as well as a methodological framework by taking a meso-level perspective and by incorporating the examination of power relations in surveillance systems. It is argued that contemporary surveillance structures encompass hierarchies, albeit not in a traditional unidirectional manner. Furthermore, a first attempt is made to provide a methodological framework that helps to analyse the power relationships between diverse actors that emerge due to differences in capabilities to observe and hide. Based on a number of specified indicators, the framework aims to assist in understanding how power is distributed and in how far actors and their position within the hierarchy determine the form of surveillance and the impact it can take.

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)0.010
metaresearch head score (Gemma)0.001
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 score0.714
Threshold uncertainty score0.977

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0100.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.052
GPT teacher head0.363
Teacher spread0.311 · 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