MétaCan
Menu
Back to cohort
Record W2894958060 · doi:10.3138/topia.39.02

Black Mecha Is Built for This: Black Masculine Identity in <i>Firedance</i> and <i>Afro Samurai</i>

2018· article· en· W2894958060 on OpenAlexvenueno aff
Alexander Dumas J. Brickler

Bibliographic record

VenueTOPIA Canadian Journal of Cultural Studies · 2018
Typearticle
Languageen
FieldArts and Humanities
TopicUtopian, Dystopian, and Speculative Fiction
Canadian institutionsnot available
Fundersnot available
KeywordsMotif (music)Identity (music)CONTESTLiteratureConversationGender studiesSociologyArtAestheticsPhilosophyCommunicationTheology

Abstract

fetched live from OpenAlex

Through a reading of Steven Barnes's science fiction (SF) novel Firedance (1994), this article investigates the allegorical character of the black cyborg through the motif of “black mecha.” Black mecha, I contend, proffers a means of investigating representations of trauma that haunts the origin of black masculine identity. Situating this motif in what I propose as the “prosthetic communities” of Afrofuturist fiction, I engage the concept of “AfroAsia” and deploy it as a methodological tool for inscribing blackness across ethnonationalist boundaries. Placing Firedance in conversation with the Japanese black anime series Afro Samurai (2007), I focus upon themes of masculine identity, rehabilitation, and return to sites of original trauma in the contestations of black mecha. Though the mechanized bodies in Afro Samurai and Firedance can be readily understood through the mecha conventions of technological conflict and control, the black mecha bodies of protagonists Afro and Aubry represent something more than the contest for antagonistic hierarchal domination and instead can be read as effecting a reconciliation, if only partial, of black male identity.

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 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)0.000
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.940
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0000.000
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 head0.073
GPT teacher head0.307
Teacher spread0.234 · 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 teacher head, not a consensus.

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

Citations1
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueTOPIA Canadian Journal of Cultural StudiesSame topicUtopian, Dystopian, and Speculative FictionFrench-language works237,207