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Record W1830040291 · doi:10.22230/cjc.2013v38n4a2651

Un–Black Boxing the List: Knowledge, Materiality, and Form

2013· article· en· W1830040291 on OpenAlexaffvenueabout
Liam Cole Young

Bibliographic record

VenueCanadian Journal of Communication · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicMedia, Communication, and Education
Canadian institutionsWestern University
Fundersnot available
KeywordsMateriality (auditing)MaterialismAction (physics)EpistemologyField (mathematics)SociologyAestheticsPhilosophy

Abstract

fetched live from OpenAlex

This article examines “the list” as a material form, attempting to foreground its integral yet often overlooked role in human communication, administration, and thought. Taking a media materialist approach, the article first presents a brief history of the list that examines certain contexts in which it has been operative. Secondly, it presents a case study from the field of popular music (Bob Mersereau’s Top 100 Canadian Singles) to demonstrate how a contemporary cultural list functions epistemologically. Because the list is a form so resistant to definition, the author focuses on functions—not what a list is, but what it does. Ultimately the article argues that quotidian forms like lists can tell us much about the dynamics at play between human beings and the material circumstances in which they enact thought and action.

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)0.004
metaresearch head score (Gemma)0.014
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.993
Threshold uncertainty score0.033

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.014
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.003
Science and technology studies0.0070.037
Scholarly communication0.0160.020
Open science0.0010.005
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0080.001

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 head0.033
GPT teacher head0.307
Teacher spread0.273 · 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.

Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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

Citations13
Published2013
Admission routes3
Has abstractyes

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