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Record W2144206174 · doi:10.1177/1367549415584856

A consensual hallucination no more? The Internet as simulation machine

2015· article· en· W2144206174 on OpenAlex
Fenwick McKelvey, Matthew Tiessen, Luke Simcoe

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

VenueEuropean Journal of Cultural Studies · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicEthics and Social Impacts of AI
Canadian institutionsYork UniversityToronto Metropolitan UniversityConcordia University
Fundersnot available
KeywordsBig dataSubversionThe InternetComputer scienceEveryday lifeSocial mediaDigital mediaData scienceGovernment (linguistics)Predictive analyticsSociologyWorld Wide WebInternet privacyPolitical sciencePolitics

Abstract

fetched live from OpenAlex

In this article, we investigate the macro-role being played – and played out – by digital, social and ‘new’ media today. We suggest that these media, facilitated by the Internet, can together be understood as a vast simulation machine that mediates and modulates everyday life to refashion what was once the ‘real world’ in its own image. Life in the ‘meatspace’ (the physical world) is most valuable, we suggest, not because it involves tweets, opinions or our desires but because these data produce useful and computable digital resources for finance, business and government. Today’s Big Data mining and predictive analytics allow for digital priorities to become non-digital realities, resulting – we suggest – in the algorithmically generated landscapes of today (and tomorrow). The imperatives driving today’s Internet and mobile technology have more to do with making the world computationally comprehensible than with the facilitation of free expression, open markets or open communication. We discuss the conditions created by these digital simulation machines as well as emerging opportunities for subversion and resistance.

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)0.003
metaresearch head score (Gemma)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.635
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.009
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 head0.197
GPT teacher head0.451
Teacher spread0.254 · 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