MétaCan
Menu
Back to cohort

Geographies of Risk

2020· book-chapter· en· W3165742781 on OpenAlexaboutno aff
GerShun Avilez

Bibliographic record

VenueUniversity of Illinois Press eBooks · 2020
Typebook-chapter
Languageen
FieldSocial Sciences
TopicCaribbean history, culture, and politics
Canadian institutionsnot available
Fundersnot available
KeywordsQueerVisionImmigrationContext (archaeology)Gender studiesSociologyVulnerability (computing)EthnographyAestheticsPolitical scienceHistoryLawArtAnthropologyComputer security

Abstract

fetched live from OpenAlex

This chapter explores how Black diasporic authors use representations of immigration to redefine the relationship queer bodies have to place and to offer radical visions of freedom. It traces how immigration creates conditions of vulnerability, specifically, the loss of privacy and control over one’s body, by looking at feminist ethnographies of Caribbean labor migrants to Canada and at the fiction of Makeda Silvera. From there, the chapter explains how queer writers claim fugitive movement as a way to escape forces that seek to control them and as a way to imagine freedom in the context of marginalization; the chapter does so by analyzing the historiographic and creative work of Dionne Brand. The writers discussed in this chapter reimagine marginalization resulting from immigration as an unexpected pathway of flight and fugitivity.

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 score0.033
Threshold uncertainty score0.065

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0080.016
Scholarly communication0.0060.004
Open science0.0010.005
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0160.001

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 head0.025
GPT teacher head0.209
Teacher spread0.184 · 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
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueUniversity of Illinois Press eBooksSame topicCaribbean history, culture, and politicsFrench-language works237,207