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Record W7114799933 · doi:10.60787/bsuje.vol25no1.6

INFLUENCE OF INFORMATION COMMUNICATION TECHNOLOGY SKILLS ON RESEARCH OUTPUT OF ACADEMIC LIBRARIANS IN ADEKUNLE AJASIN UNIVERSITY LIBRARY, AKUNGBA AKOKO, ONDO STATE

2025· article· en· W7114799933 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.

Bibliographic record

VenueAfrischolar Discovery · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicLibrary Science and Information Literacy
Canadian institutionsDiscovery Centre
Fundersnot available
KeywordsInformation and Communications TechnologyInformation literacyData collectionDescriptive statisticsDescriptive researchWhiteboardPopulationInformation technology

Abstract

fetched live from OpenAlex

The study investigated the influence of information communication technology on the research output of Academic Librarians in AAUA Library, Akungba – Akoko, Ondo state. Descriptive survey research design was used for the study. The population of the study was Five academic Librarians in Adekunle Ajasin University Library, Akungba – Akoko, Ondo state. Total enumeration sampling technique was used for the study. Questionnaire was used as the data collection instrument. The collected data were subjected to analysis with the aids of descriptive and inferential statistics. The hypothesis was tested at a 0.05 level of significance. The study found that the research output of the academic librarians in AAU library are grant writing, curricular, project management, literacy instructions and scholarly journal; Information communication technology facilities in AAU library are high speed internet, computers, interactive whiteboard and telecommunication. It also found that the challenges confronting the academic librarians regarding the usage of ICT are financial constraints, lack of ICT skill, inadequate facilities and security threat. The study recommended that academic librarians should engage in a skill acquisition in the area of information communication technology, so as to improve their research output; Information communication technology facilities should be provided in the library to assist the academic librarians in undertaking research functions and Adekunle Ajasin university library should make available to the academic librarians, training and retraining, seminars, workshops and orientation programes to enhance their knowledge of ICT.

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)0.001
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 score0.716
Threshold uncertainty score0.948

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0000.001
Scholarly communication0.0000.065
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 head0.012
GPT teacher head0.303
Teacher spread0.290 · 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