Evidence map›Paper›PMID 42620557›Full record

ArticleFrontiers in artificial intelligence2026

Cyber-resilience drivers in digital business networks: an expert-based prioritization using dual-gray DEMATEL and adaptive SWARA.

Reem Aljuaidi, Mohammed Alkhowaiter, Mohamed Ayari, Majed S Alsayfi, Eman Abouelkheir, Wedad M Alawad, Mohammad Ahmed Alnakhli

Abstract read
In one paragraph

Article in Frontiers in artificial intelligence, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Reem AljuaidiPrince Sattam Bin Abdulaziz University College of Computer Science and Engineering, Al-Kharj, Saudi Arabia.
Mohammed AlkhowaiterPrince Sattam Bin Abdulaziz University College of Computer Science and Engineering, Al-Kharj, Saudi Arabia.
Mohamed AyariNorthern Border University, Arar, Saudi Arabia.
Majed S AlsayfiTaibah University College of Engineering, Madinah, Saudi Arabia.
Eman AbouelkheirQassim University, Buraydah, Saudi Arabia.
Wedad M AlawadQassim University, Buraydah, Saudi Arabia.
Mohammad Ahmed AlnakhliPrince Sattam Bin Abdulaziz University College of Computer Science and Engineering, Al-Kharj, Saudi Arabia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Digital business networks are increasingly exposed to complex cyber threats, making the identification and prioritization of cyber resilience drivers essential for organizational stability. This study aims to identify, structure, and prioritize key cyber resilience drivers relevant to digital business network environments. Methods: To achieve this objective, an expert-based multi-criteria decision-making framework was developed by integrating Dual-Grey DEMATEL and Adaptive SWARA. Dual-Grey DEMATEL was used to analyze the interrelationships among resilience drivers under uncertainty, while Adaptive SWARA was applied to determine their relative importance based on expert evaluations. Results: The findings reveal the most influential drivers that organizations should prioritize to strengthen cyber resilience capabilities within interconnected digital ecosystems. Discussion: The study provides a structured decision-support perspective for managers and researchers seeking to improve cyber resilience planning in digitally connected business environments. Methodologically, this exploratory study contributes by integrating grey-based causal analysis with adaptive weighting to support resilience-oriented decision-making under uncertainty.

Indexed as

cyber resiliencedecision supportdigital business networksDual-Gray DEMATELSWARA

Identifiers

PMID42620557
PMCPMC13486219

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.