Machine-learning model for differentiating round pneumonia and primary lung cancer using CT-based radiomic analysis

Machine-learning models using CT-based radiomics features can effectively differentiate round pneumonia from primary lung cancer. These models offer a promising noninvasive tool to aid in radiological diagnosis and reduce diagnostic uncertainty.

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Publication Details

Journal
Medicine
Published
2025-09-12
DOI
https://doi.org/10.1097/md.0000000000044408
Primary Topic
Radiomics and Machine Learning in Medical Imaging
Type
article
Field-Weighted Citation Impact
0.00
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article

Machine-learning model for differentiating round pneumonia and primary lung cancer using CT-based radiomic analysis

Mustafa Yı́ldı́rı́m, Hamide Sevinç Genç
Medicine
Radiomics and Machine Learning in Medical Imaging
article

Machine-learning model for differentiating round pneumonia and primary lung cancer using CT-based radiomic analysis

Mustafa Yı́ldı́rı́m, Hamide Sevinç Genç
article en

Abstract

Machine-learning models using CT-based radiomics features can effectively differentiate round pneumonia from primary lung cancer. These models offer a promising noninvasive tool to aid in radiological diagnosis and reduce diagnostic uncertainty.

MedicineVol. 104(37)
Fırat University (TR), Elazığ Eğitim ve Araştırma Hastanesi (TR)
Openalex Percentile: Top 66%
Radiomics and Machine Learning in Medical Imaging
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Machine-learning model for differentiating round pneumonia and primary lung cancer using CT-based radiomic analysis — Mustafa Yı́ldı́rı́m, Hamide Sevinç Genç · Medicine (2025) | TGRS Research Map | TGRS