Evidence mapPaperPMID 41295302Full record

ArticleMetabolites2025

Identification of a Novel Lipidomic Biomarker for Hepatocyte Carcinoma Diagnosis: Advanced Boosting Machine Learning Techniques Integrated with Explainable Artificial Intelligence.

Fatma Hilal Yagin, Cemil Colak, Fahaid Al-Hashem, Sarah A Alzakari, Amel Ali Alhussan, Mohammadreza Aghaei

Abstract read
In one paragraph

Article in Metabolites, 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

6 authors.

Fatma Hilal YaginDepartment of Biostatistics, Faculty of Medicine, Malatya Turgut Ozal University, Malatya 44210, Türkiye.ORCID 0000-0002-9848-7958
Cemil ColakDepartment of Biostatistics, and Medical Informatics, Faculty of Medicine, Inonu University, Malatya 44280, Türkiye.ORCID 0000-0001-5406-098X
Fahaid Al-HashemDepartment of Physiology, College of Medicine, King Khalid University, Abha 61421, Saudi Arabia.
Sarah A AlzakariDepartment of Computer Sciences, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, Riyadh 11671, Saudi Arabia.
Amel Ali AlhussanDepartment of Computer Sciences, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, Riyadh 11671, Saudi Arabia.ORCID 0000-0001-7530-7961
Mohammadreza AghaeiDepartment of Ocean Operations and Civil Engineering, Norwegian University of Science and Technology (NTNU), 7034 Alesund, Norway.ORCID 0000-0001-5735-3825

Funding

Princess Nourah bint Abdulrahman University PNURSP2025R716
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

biomarkersexplainable boosting machinehepatocellular carcinomalipidomicsmachine learning

Identifiers

PMID41295302
PMCPMC12654175

What Socratic holds

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Registered trials

None linked

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 Socratic graph.