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Accessibility in Collection Development in Academic Libraries in Manitoba, Nova Scotia, and Ontario

2025· article· en· W4414898282 on OpenAlexvenueaboutno aff
Joseph Hayes

Bibliographic record

VenuePartnership The Canadian Journal of Library and Information Practice and Research · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicDigital and Traditional Archives Management
Canadian institutionsnot available
Fundersnot available
KeywordsCollection developmentLegislationLegislatureAcademic libraryData collectionSelection (genetic algorithm)

Abstract

fetched live from OpenAlex

Accessibility in collection development policies (CDPs) and practice in Canada is understudied. Two studies focusing on academic libraries in provinces with accessibility legislation were done to investigate both policy and practice. The first study employed a content analysis of publicly available CDPs of academic libraries in Manitoba, Nova Scotia, and Ontario to determine if accessibility was explicitly mentioned in them. The study aimed to explore possible legislative influence in the wording of CDPs. Since CDPs show only part of the picture as to how selectors make their acquisition decisions, in the second study, a multiple-choice and short answer survey was administered to selectors at academic libraries in these three provinces, in order to discover the factors that influence selectors in deciding if and how they use accessibility as a selection criterion. This article presents the research undertaken and sheds new light on how accessibility functions in collection development in the Canadian academic library context.

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 categoriesScholarly communication
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 score0.763
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0010.018
Open science0.0000.000
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 head0.109
GPT teacher head0.311
Teacher spread0.201 · 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 designTheoretical or conceptual
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

Citations1
Published2025
Admission routes2
Has abstractyes

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