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Record W4367850175 · doi:10.3138/topia-2022-0025

The Bottom Drawer, or, The Beginning of Reading

2023· article· en· W4367850175 on OpenAlexvenueno aff
Brandon Shimoda

Bibliographic record

VenueTOPIA Canadian Journal of Cultural Studies · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicLatin American and Latino Studies
Canadian institutionsnot available
Fundersnot available
KeywordsReading (process)MeditationSubject (documents)ArtLiteratureVisual artsHistoryComputer scienceLinguisticsPhilosophyWorld Wide WebArchaeology

Abstract

fetched live from OpenAlex

A meditation on an image in Dionne Brand’s A Map to the Door of No Return, in which a young Dionne Brand discovers a book, The Black Napoleon, in the bottom drawer of her grandmother’s wardrobe, and begins to read it. “The Bottom Drawer, or, The Beginning of Reading” is also a meditation on the act of reading as related to tactility, initiation, and transformation; on ancestors and where descendants imagine their ancestors gathering; the pose of the subject in a photograph by Manuel Álvarez Bravo; the influence of The Black Napoleon in Dionne Brand’s writing/life; and the genesis, in reading, of the writer Dionne Brand.

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)0.002
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 score0.014
Threshold uncertainty score0.037

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0040.008
Scholarly communication0.0040.004
Open science0.0000.002
Research integrity0.0010.004
Insufficient payload (model declined to judge)0.0110.003

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 head0.072
GPT teacher head0.365
Teacher spread0.293 · 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
Published2023
Admission routes1
Has abstractyes

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Same venueTOPIA Canadian Journal of Cultural StudiesSame topicLatin American and Latino StudiesFrench-language works237,207