Evidence map›Paper›PMID 41374498›Full record

ArticleSensors (Basel, Switzerland)2025

Relational Framework of Cyberattacks: Empirical Evidence from Multistage Incidents.

Mikel Ferrer-Oliva, José-Amelio Medina-Merodio, José-Javier Martínez-Herraiz, Carlos Cilleruelo-Rodríguez

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

4 authors.

Mikel Ferrer-OlivaDepartamento de Ciencias de la Computación, Universidad de Alcalá, 28871 Madrid, Spain.ORCID 0009-0001-0610-8210
José-Amelio Medina-MerodioDepartamento de Ciencias de la Computación, Universidad de Alcalá, 28871 Madrid, Spain.ORCID 0000-0003-3359-4952
José-Javier Martínez-HerraizDepartamento de Ciencias de la Computación, Universidad de Alcalá, 28871 Madrid, Spain.ORCID 0000-0002-2351-7163
Carlos Cilleruelo-RodríguezDepartamento de Ciencias de la Computación, Universidad de Alcalá, 28871 Madrid, Spain.ORCID 0000-0001-7107-8655

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The increasing scale and operational complexity of cyberattacks have exposed the limitations of static taxonomies for representing multistage threat scenarios. This study addresses the need for more flexible classification models by proposing a relational taxonomy of cyberattacks grounded in documented incidents. Therefore, the main objective is to propose a relational taxonomy that encodes direct transitions across eight groups in a dependency matrix and a directed graph while preserving traceability to MITRE ATT&CK. The taxonomy was validated by an independent panel of experts who assessed methodological clarity and operational utility. The results reveal consistent transition patterns across groups, delineate reproducible escalation routes, and pinpoint cut-off points linked to specific detection and control activities, providing an operational map of progression and intervention. The conclusions show that the taxonomy clarifies escalation paths, strengthens alignment across security monitoring and incident response functions, threat intelligence workflows and training, and provides an operational structure to manage interdependencies, anticipate escalation and focus monitoring on critical points.

Indexed as

cyberattack taxonomydark webintelligence sharingrelational modelthreat progression

Identifiers

PMID41374498
PMCPMC12694382

What OpenQuestion holds

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LicenceCC BY
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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.