Evidence map›Paper›PMID 41008052›Full record

ArticleEntropy (Basel, Switzerland)2025

Benchmarking Static Analysis for PHP Applications Security.

Jiazhen Zhao, Kailong Zhu, Canju Lu, Jun Zhao, Yuliang Lu

Abstract read
In one paragraph

Article in Entropy (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

5 authors.

Jiazhen ZhaoCollege of Electronic Engineering, National University of Defense Technology, Hefei 230037, China.ORCID 0000-0001-5024-1679
Kailong ZhuCollege of Electronic Engineering, National University of Defense Technology, Hefei 230037, China.ORCID 0000-0001-5241-0157
Canju LuCollege of Electronic Engineering, National University of Defense Technology, Hefei 230037, China.
Jun ZhaoCollege of Electronic Engineering, National University of Defense Technology, Hefei 230037, China.
Yuliang LuCollege of Electronic Engineering, National University of Defense Technology, Hefei 230037, China.ORCID 0000-0002-8502-9907

Funding

The National Key R&D Program of China 2021YFB3100500
6 · The paper itself

Abstract

PHP is the most widely used server-side programming language, but it remains highly susceptible to diverse classes of vulnerabilities. Static Application Security Testing (SAST) tools are commonly adopted for vulnerability detection; however, their evaluation lacks systematic criteria capable of quantifying information loss and uncertainty in analysis. Existing approaches, often based on small real-world case sets or heuristic sampling, fail to control experimental entropy within test cases. This uncontrolled variability makes it difficult to measure the information gain provided by different tools and to accurately differentiate their performance under varying levels of structural and semantic complexity. In this paper, we have developed a systematic evaluation framework for PHP SAST tools, designed to provide accurate and comprehensive assessments of their vulnerability detection capabilities. The framework explicitly isolates key factors influencing data flow analysis, enabling evaluation over four progressive dimensions with controlled information diversity. Using a benchmark instance, we validate the framework's feasibility and show how it reduces evaluation entropy, enabling the more reliable measurement of detection capabilities. Our results highlight the framework's ability to reveal the limitations in current SAST tools, offering actionable insights for their future improvement.

Indexed as

assessment systembenchmarkinginformation entropyphp application securitystatic analysisuncertainty quantification

Identifiers

PMID41008052
PMCPMC12468223

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

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.