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Record W2012847407 · doi:10.1108/03068290110360803

The business of the inner life: economics, communication, consciousness and civilisation

2001· article· en· W2012847407 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

VenueInternational Journal of Social Economics · 2001
Typearticle
Languageen
FieldComputer Science
TopicChaos, Complexity, and Education
Canadian institutionsDominican University CollegeUniversity of Ottawa
Fundersnot available
KeywordsCivilizationConsciousnessPoliticsRelation (database)SociologyHuman communicationReflection (computer programming)Environmental ethicsAestheticsPolitical economyPolitical scienceEpistemologyLawCommunicationPhilosophyComputer science

Abstract

fetched live from OpenAlex

Communication systems are structured by economic forces which use them to optimise sales, and politicians who increasingly live by slogans and repeated sound bites. Both want people to act without much reflection, and may threaten to turn human beings into imitiations of the computers they use. Theorists first noticed that communication systems channeled goods and services, structured political geography, and created their own pictures of the world. They went on to describe communications devices which act as extensions of human senses. Now communication systems try to structure our inner lives. This paper examines reflective consciousness and its relation to civilisation. It suggests countervailing forces which make for thought and turn the ordinary aspects of life into art.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.578
Threshold uncertainty score0.235

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.020
GPT teacher head0.250
Teacher spread0.229 · 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