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Record W4206443562 · doi:10.18357/otessac.2021.1.1.55

Reframing Web Accessibility in Post-Secondary Education: Examining the Role of the Educator in the Curation and Creation of Accessible Digital Course Content

2021· article· en· W4206443562 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
venuePublished in a venue whose home country is Canada.

Bibliographic record

VenueThe Open/Technology in Education Society and Scholarship Association Conference · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicDigital Accessibility for Disabilities
Canadian institutionsUniversity of Victoria
Fundersnot available
KeywordsCognitive reframingPraxisAgency (philosophy)Presentation (obstetrics)World Wide WebDigital contentPedagogyDigital literacySociologyComputer sciencePsychologyPolitical scienceMedicine

Abstract

fetched live from OpenAlex

Web accessibility is emerging as a key issue and opportunity for educators in post-secondary institutions (Brown, 2018; Gronseth, 2018). Many factors affect web accessibility, yet little literature examines web accessibility factors relative to literacy, pedagogy, course culture, course content curation and information design for learning— areas that rest firmly within an educator’s domain. What facets are specifically relevant to post-secondary educators? The conference presentation, this proceeding, and a subsequent article for the OTESSA journal that addresses the broader construct of digital accessibility, invite critical engagement with web accessibility practices, accessible course content, and the digital accessibility of technology-mediated learning environments. Together and individually, they offer educators various points of entry that are relevant to praxis and seek to ignite discussions and interventions that build educators’ agency and self-efficacy to co-create accessible courses with students with (and without) disabilities.

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.

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)0.004
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.307
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0010.003
Open science0.0010.000
Research integrity0.0000.001
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 head0.043
GPT teacher head0.354
Teacher spread0.311 · 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