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4. Queer Snapshots

2025· article· en· W4412990790 on OpenAlexaff
Jenna Dobbelsteyn

Bibliographic record

Venue(Un)Disturbed A Journal of Feminist Voices · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicPoetry Analysis and Criticism
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsQueerComputer scienceSociologyGender studies

Abstract

fetched live from OpenAlex

The events and experiences of the past will always impact the way we imagine a future, and when it comes to the allowance of queer perspectives, there is tendency to view the past as a place of confinement, rigidity, limitation, and pain, the present as a place of action, strength, and resistance, and the future as a place of openness, possibility, and triumph. In truth, confinement, rigidity, limitation, pain, action, strength, resistance, openness, possibility, and triumph have been the cornerstones of queer reality at every stage and every age. "Queer Snapshots" is a series of three poems that not only challenges the format and subject matter of poetry, but queers the notion of past, present, and future. The content of each poem will question the notions of the age it represents, but the form will be true to the stereotypes of each era. In the poem of the past, the form will be strict in rhythm, metre, and rhyme. The form of the poem of the present will be experimental and active, while the poem of the future will have an open and free-flowing form. Though one poem will broadly represent the past, one the present, and one the future, each will contain an interweaving of speculation, positive and negative realities, hope, and the beauty that has always been, and always will be, the queer perspective.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.891
Threshold uncertainty score0.998

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 science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.014
GPT teacher head0.253
Teacher spread0.239 · 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.

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

Citations0
Published2025
Admission routes1
Has abstractyes

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