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Record W7081964493 · doi:10.18061/dsq.6668

When I Leave… Exploring the Being and Appearance of Blindness

2025· article· en· W7081964493 on OpenAlexaff

Bibliographic record

VenueDisability Studies Quarterly · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsCentre for Disability Prevention and Rehabilitation
Fundersnot available
KeywordsSightBlindnessVariety (cybernetics)FidelityPoetryWonder

Abstract

fetched live from OpenAlex

This work explores the conventional ways that blindness and sight are differentiated. It makes use of this differentiation to establish first, how it imagines that such a difference is necessary and, second, how this difference is itself imagined. The difference between blindness and sight is, like all differences, not neutral; it springs from a cultural need to distinguish the variety of ways there are to perceive the world and differentiate the validity and fidelity of these ways. I conduct this exploration from my place of blindness, from what I perceive from this place and from what it tells me about the place of sight and the connection between the two. It opens with a poem, a poem I wrote during a specific time of my blindness. I wrote this poem as a way to preserve my emotion in a moment that, at the time, I was not yet ready to engage. This poem tells of my time as a blind graduate student. It tells, too, of tracks, of my tracks and their eraser. This work, then, understands blindness as a geography, as a place from where the world is not only perceived, but experienced. It treats sight in the same way. As geography, the movement of blindness suggests “tracks.” Even when blindness is not concretely present, its tracks are; within the geography of sight, the tracks of blindness are everywhere. And yet, sight and sighted people are compelled to erase these tracks when they are noticed. Tracks of blindness in the geography of sight are tantamount to a “sighting” of the enemy in a territory wholly committed to destroying its enemies. Understood as the opposite of sight and as a threat to its very existence, blindness becomes something that must be avoided and, if this proves impossible, ignored. This poetic work explores this particular and conventional relation between blindness and sight as it is culturally evoked as a way to differentiate between the two. It explores, too, how such a differentiation is lived.

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)0.003
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.011
Threshold uncertainty score0.031

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.001
Science and technology studies0.0090.037
Scholarly communication0.0110.011
Open science0.0010.009
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0060.001

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 head0.041
GPT teacher head0.278
Teacher spread0.237 · 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 designQualitative
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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