Application of data science methods, including machine learning, in the classification of focal lesions in the thyroid gland
The study demonstrates the usefulness of data science methods in predicting the malignant nature of focal lesions in the thyroid gland. It proves that classification decisions made by the studied models are based on specific ultrasonographic features associated with increased or reduced risk of malignancy.
Authors
- Zbigniew Adamczewski (ORCID: https://orcid.org/0000-0001-8713-6936)
- Małgorzata Krzywicka
- Agnieszka Wosiak (ORCID: https://orcid.org/0000-0001-6124-1236)
- Paweł Mariusz Gadzicki
- Bartosz Migda
- Ewelina Szczepanek-Parulska
- Katarzyna Dobruch-Sobczak
Institutions
- Poznan University of Medical Sciences (PL)
- Lodz University of Technology (PL)
- Medical University of Warsaw (PL)
- National Institute of Oncology (HU)
- Medical University of Lodz (PL)
Publication Details
- Journal
- Journal of Ultrasonography
- Published
- 2025-12-31
- DOI
- https://doi.org/10.15557/jou.2025.0036
- Primary Topic
- Thyroid Cancer Diagnosis and Treatment
- Type
- article
- Field-Weighted Citation Impact
- 0.00