MétaCan
Menu
Back to cohort

Information and Communication Technology (ICTs) as a Tool for Innovation

2012· article· en· W1874927420 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.

venuePublished in a venue whose home country is Canada.
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

VenueAdvances in natural science/Advances in natural sciences · 2012
Typearticle
Languageen
FieldComputer Science
TopicEducational Technology and Optimization
Canadian institutionsnot available
Fundersnot available
KeywordsInformation and Communications TechnologyDecentralizationICTSKnowledge managementProcess (computing)Information technologyResource (disambiguation)BusinessPublic relationsPolitical scienceComputer science

Abstract

fetched live from OpenAlex

The impact of information and communication technologies in bringing about a profound transformation in all aspects of national life in the world over does not need to be over stressed anymore. Information and communication technologies heralds a fundamental change in the dissemination of information with regard to among other things, economic, business and education. Ultimately, this paper attempts to give an overview of current initiatives around ICTs, and university development through a review of available literature. The overview will be followed by a selection of case studies of Ajayi Crowther University, documenting initiatives where ICT plays a prominent role and suggestions for further research and projects to inspire discussion for future research programme. This is part of a process to develop research programme exploring ICT innovations in, and the consequences of their possible application to university development. ICTs and university development are extensive fields, and it is not possible to address all aspects in this paper but only what has been found to be of greatest current importance. When applying ICT to university development, it has been found that the most important challenges that institutions are currently facing are the responsibilities that have been transferred to them through recent decentralization. In this paper this aspect will thus be deliberately focused upon along with the ICTs that are of most relevant to these institutions meeting their new responsibilities. Key word: Electronic resource; Information; Communication technologies; Innovation

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)0.002
metaresearch head score (Gemma)0.002
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: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.227
Threshold uncertainty score0.979

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.011
Science and technology studies0.0010.002
Scholarly communication0.0000.035
Open science0.0020.000
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 head0.008
GPT teacher head0.319
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