Machine Learning-Based Prediction of Masaoka-Koga Stage and WHO Histological Risk Group in Thymic Epithelial Tumors Using Biomarker Combinations.

Konstantinos Kitrou, Georgios Mandrakis, Georgios Tsirogiannis, Stamatios Theocharis, Constantinos Halkiopoulos, Yannis Stamatiou

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In one paragraph

Article in Diagnostics (Basel, Switzerland), 2026. 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.

Konstantinos KitrouDepartment of Business Administration, University of Patras, 26504 Rio, Achaia, Greece.ORCID 0009-0000-5061-1713

Georgios MandrakisFirst Department of Pathology, School of Medicine, National and Kapodistrian University of Athens, 75 Mikras Asias Street, 11527 Athens, Greece.ORCID 0000-0002-2974-4084

Georgios TsirogiannisDepartment of Food Science and Technology, University of Patras, 26504 Rio, Achaia, Greece.

Stamatios TheocharisFirst Department of Pathology, School of Medicine, National and Kapodistrian University of Athens, 75 Mikras Asias Street, 11527 Athens, Greece.

Constantinos HalkiopoulosDepartment of Management Science and Technology, University of Patras, 26504 Patras, Greece.ORCID 0000-0001-7924-5075

Yannis StamatiouDepartment of Business Administration, University of Patras, 26504 Rio, Achaia, Greece.ORCID 0000-0002-8925-9427

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

EphA6HDAC4logistic regressionmachine learningMasaoka–Koga stagingTAZthymic epithelial tumorsWHO classificationXGBoostYAP

Identifiers

PMID42449899

DOI10.3390/diagnostics16132118

PMCPMC13360224

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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.