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Record W203701782 · doi:10.26443/el.v16i1.20

Services of the Central Education Library of the Peel Board of Education serving graduates at Brock University and the Extension Campus of the Ontario Institute of Studies in Education : A Survey.

2017· article· en· W203701782 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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueEducation Libraries · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicLibrary Science and Information Literacy
Canadian institutionsBrock UniversityYork UniversityUniversity of Toronto
Fundersnot available
KeywordsLibrary scienceContext (archaeology)SociologyProfessional developmentHigher educationManagementMedical educationPolitical sciencePublic relationsPedagogyMedicineGeography

Abstract

fetched live from OpenAlex

The setting for this study was the J.A. Turner Professional Library which is the central corporate Professional Library for the Peel Board of Education which is the largest Public School Board in Canada located west of Toronto encompassing Mississauga, Brampton and Caledon. The library also provides library services for educators in graduate programs at Brock University, St. Catharines, and the extension campus Park Royal, the Ontario Institute for Studies in Education at the University of Toronto, York University, Toronto, and the Faculty of Education University of Toronto to support their professional development and continuing education needs. The focus for the study were the Peel and Brock consumer groups to allow for comparison. The purpose of this study was to evaluate the services and resources of the J.A. Turner Professional Library by aseertaining the views and opinions of these two consumer groups. The data collection consisted of a self-reporting questionnaire and selected interviews. The results indicate that there is a high level of support for the J.A. Turner Professional Library. The interviews provided future directions for the development of the J.A. Turner Professional Library. The study closes with a series of recommendations to enhance the operation of the J.A. Turner Professional Library within the organizational context of the Peel Board of Education.

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)0.000
metaresearch head score (Gemma)0.000
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 score0.055
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.002
Scholarly communication0.0000.009
Open science0.0010.000
Research integrity0.0000.000
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 head0.027
GPT teacher head0.275
Teacher spread0.249 · 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