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Record W2984403907 · doi:10.33137/ijidi.v4i1.32340

Library Computer Workstations for Inclusive College Student Populations

2019· article· en· W2984403907 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.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueThe International Journal of Information Diversity & Inclusion (IJIDI) · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicDigital Accessibility for Disabilities
Canadian institutionsnot available
FundersUniversity of Toronto
KeywordsUniversal designConstruct (python library)WorkstationComputer scienceUniversal Design for LearningPopulationProcess (computing)SociologyWorld Wide WebPedagogy

Abstract

fetched live from OpenAlex

Most academic library computer workstations comply with basic accessibility guidelines; however, very few are designed for all users. The technology exists which enables the differently-able population to access library materials. This research explores the reasons why academic libraries do or do not incorporate these technologies into their facilities. The author created a workstation called the “Universal Access Workstation” (UAW), which incorporates assistive and adaptive technology which enables patrons with and without disabilities equitable access to information. This study addresses the lack of UAW technology in academic libraries when inclusivity is not only broadly accepted, but enthusiastically embraced by institutions of higher learning. The review of literature addresses Universal Design and the UAW, and how effectively librarians have progressed from the ADA as a minimal standard to Universal Design and Universal Design for Learning (UDL) as a framework. Empirical evidence was collected in an online survey with questions that address academic librarians’ attitudes and opinions regarding the UAW and Universal Design in academic libraries. The study reinforces that the social construct of disability is determined, in part, by the facilities which we design. The article also reveals evidence which indicates there may be a positive trend toward acceptance of Universal Design in library technology, which should lead toward a paradigm shift away from disability as the social construct. This research concludes that libraries incorporating a UAW into their facility promote equitable access to information for all users and enable everyone to participate in the learning process.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.388
Threshold uncertainty score1.000

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 studies0.0020.000
Scholarly communication0.0000.007
Open science0.0020.004
Research integrity0.0000.000
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 head0.021
GPT teacher head0.318
Teacher spread0.298 · 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