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Record W2778208983 · doi:10.29173/pandpr29351

Golden Paper, a Chain and a Bag: A Phenomenology of Queer Things in a Special Needs Education Unit

2017· article· en· W2778208983 on OpenAlexvenueno aff
Kristin Vindhol Evensen, Øyvind Førland Standal, Borgunn Ytterhus

Bibliographic record

VenuePhenomenology & Practice · 2017
Typearticle
Languageen
FieldPsychology
TopicLGBTQ Health, Identity, and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsQueerExistentialismPhenomenology (philosophy)Space (punctuation)AestheticsObject (grammar)SociologyPsychologyEpistemologyPsychoanalysisComputer sciencePhilosophyLinguisticsArtificial intelligence

Abstract

fetched live from OpenAlex

Children naturally play with things in both expected and unexpected ways. A stick, a spoon, or a chain of pearls may each seem to contain a goldmine of possibilities for the individual child. Every child encounters an object according to their own predilections and abilities. Some children, due to severe and multiple disabilities, are restricted in their possibilities to approach certain things. In this paper, we explore the existential meaning of “queer things” as a way to understand how two children with disabilities reach out to objects in an educational space, where they relate to themselves, to things, as well as to others.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.580
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.040
GPT teacher head0.390
Teacher spread0.349 · 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 designObservational
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

Citations2
Published2017
Admission routes1
Has abstractyes

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