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Machine Learning for diagnosis of malignant thyroid nodules based on thyroid ultrasound: Systematic review and meta-analysis of studies with external datasets.

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Bibliographic Details
Title: Machine Learning for diagnosis of malignant thyroid nodules based on thyroid ultrasound: Systematic review and meta-analysis of studies with external datasets.
Authors: Gatta E; Department of Clinical and Experimental Sciences, SSD Endocrinologia, University of Brescia, ASST Spedali Civili, Brescia, Italy.; Centro per la Diagnosi e Cura delle Neoplasie Endocrine e delle Malattie della Tiroide, University of Brescia, Brescia, Italy., Gatta R; Centro per la Diagnosi e Cura delle Neoplasie Endocrine e delle Malattie della Tiroide, University of Brescia, Brescia, Italy.; Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy., Morandi R; Centro per la Diagnosi e Cura delle Neoplasie Endocrine e delle Malattie della Tiroide, University of Brescia, Brescia, Italy.; Department of Clinical and Experimental Sciences, Surgical Clinic, University of Brescia, ASST Spedali Civili, Brescia, Italy., Isoli S; Department of Clinical and Experimental Sciences, SSD Endocrinologia, University of Brescia, ASST Spedali Civili, Brescia, Italy., Corvaglia S; Department of Internal Medicine and Therapeutics, University of Pavia, Pavia, Italy., Vetrugno S; Department of Internal Medicine and Therapeutics, University of Pavia, Pavia, Italy., Maltese V; Department of Clinical and Experimental Sciences, SSD Endocrinologia, University of Brescia, ASST Spedali Civili, Brescia, Italy., Pirola I; Department of Clinical and Experimental Sciences, SSD Endocrinologia, University of Brescia, ASST Spedali Civili, Brescia, Italy.; Centro per la Diagnosi e Cura delle Neoplasie Endocrine e delle Malattie della Tiroide, University of Brescia, Brescia, Italy., Casella C; Centro per la Diagnosi e Cura delle Neoplasie Endocrine e delle Malattie della Tiroide, University of Brescia, Brescia, Italy.; Department of Clinical and Experimental Sciences, Surgical Clinic, University of Brescia, ASST Spedali Civili, Brescia, Italy., Cappelli C; Department of Clinical and Experimental Sciences, SSD Endocrinologia, University of Brescia, ASST Spedali Civili, Brescia, Italy.; Centro per la Diagnosi e Cura delle Neoplasie Endocrine e delle Malattie della Tiroide, University of Brescia, Brescia, Italy.
Source: European journal of radiology open [Eur J Radiol Open] 2025 Dec 10; Vol. 16, pp. 100716. Date of Electronic Publication: 2025 Dec 10 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Ltd Country of Publication: England NLM ID: 101650225 Publication Model: eCollection Cited Medium: Print ISSN: 2352-0477 (Print) Linking ISSN: 23520477 NLM ISO Abbreviation: Eur J Radiol Open Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:2352-0477
DOI:10.1016/j.ejro.2025.100716