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Record W4205394747 · doi:10.5539/mas.v16n1p22

The Absorptive Capacity and Innovation in Jordanian Universities

2022· article· en· W4205394747 on OpenAlexvenueno aff
Ayman Suliman Jarrar

Bibliographic record

VenueModern Applied Science · 2022
Typearticle
Languageen
FieldComputer Science
TopicOrganizational and Employee Performance
Canadian institutionsnot available
Fundersnot available
KeywordsAbsorptive capacityBusinessContext (archaeology)Perspective (graphical)Process (computing)Knowledge managementOrganizational changeTransformation (genetics)Mechanism (biology)Public relationsMarketingPolitical scienceComputer science

Abstract

fetched live from OpenAlex

Organizational transformation is a high-risk and difficult activity that all institutions must undertake. The objective of this article is to examine how businesses develop and utilize ACAP to aid with transformation. We examine how realized absorptive capacity in terms of transformation and exploitation capability directly affects organizational change and how process innovation practises act as an effective mechanism for connecting transformation and exploitation capability with organizational change, using a dynamic capability perspective and a’resourcing’ synergy perspective. To differentiate ourselves, we focus on both an evolving organizational structure and an emerging economy context in this research. The findings and discussion that follow on how process innovation strategies might help colleges become more entrepreneurial will interest university administrators and lawmakers.

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 categoriesnone
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 score0.827
Threshold uncertainty score0.937

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.003
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.001
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 head0.014
GPT teacher head0.203
Teacher spread0.189 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations0
Published2022
Admission routes1
Has abstractyes

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