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Record W6985001982

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2025· other· en· W6985001982 on OpenAlexaboutno aff

Bibliographic record

VenueSpectrum Research Repository (Concordia University) · 2025
Typeother
Languageen
FieldEconomics, Econometrics and Finance
TopicDiverse Scientific and Economic Studies
Canadian institutionsnot available
Fundersnot available
KeywordsSubconsciousPlot (graphics)ConsciousnessAccident (philosophy)Key (lock)Set (abstract data type)Automatism (medicine)EspionageReflexive pronoun
DOInot available

Abstract

fetched live from OpenAlex

What is the nature of mind control? Does it exist? Sure, mind-altering drugs and hypnosis offer limited types of this control, but could media play a similar role? What role does media play in the structuring of our consciousness? This novella follows a consciousness that has become unmoored and loops through the world, its experience shaped by the media it previously had consumed and enjoyed. The main character, Lionel Grene, finds himself unable to escape the plot of a paranoid espionage novel that he has created. Set in mid-1990s Ontario, Lionel struggles to comprehend his situation, spiralling through the experience of the conspiracy filled plot of his spy novel. This plot is based in the true World War II history of Durham Region, Ontario. Places like Camp-X, Defence Industries Limited, and Camp 30 were real places. However, in Grene’s conditioned imagination, they become dens of plotting and manipulation. Then again, this might be historical fact too. Drawing on the novels of Thomas Pynchon as inspiration, a key aspect of this project is Grene’s slipping from fabulation (writing a novel) into confabulation (a memory error causing him to take himself as the protagonist of that novel). But beyond that, the project also interrogates the idea of media as subconscious programming.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.154
Threshold uncertainty score0.515

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0020.002
Scholarly communication0.0080.010
Open science0.0010.005
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.1540.038

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 head0.051
GPT teacher head0.240
Teacher spread0.189 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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