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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| Title: | 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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| 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 |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41477624 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Machine Learning for diagnosis of malignant thyroid nodules based on thyroid ultrasound: Systematic review and meta-analysis of studies with external datasets. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Gatta+E%22">Gatta E</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Gatta+R%22">Gatta R</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Morandi+R%22">Morandi R</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Isoli+S%22">Isoli S</searchLink>; Department of Clinical and Experimental Sciences, SSD Endocrinologia, University of Brescia, ASST Spedali Civili, Brescia, Italy.<br /><searchLink fieldCode="AU" term="%22Corvaglia+S%22">Corvaglia S</searchLink>; Department of Internal Medicine and Therapeutics, University of Pavia, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Vetrugno+S%22">Vetrugno S</searchLink>; Department of Internal Medicine and Therapeutics, University of Pavia, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Maltese+V%22">Maltese V</searchLink>; Department of Clinical and Experimental Sciences, SSD Endocrinologia, University of Brescia, ASST Spedali Civili, Brescia, Italy.<br /><searchLink fieldCode="AU" term="%22Pirola+I%22">Pirola I</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Casella+C%22">Casella C</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Cappelli+C%22">Cappelli C</searchLink>; 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. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101650225%22">European journal of radiology open</searchLink> [Eur J Radiol Open] 2025 Dec 10; Vol. 16, pp. 100716. <i>Date of Electronic Publication: </i>2025 Dec 10 (<i>Print Publication: </i>2026). – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Ltd%22">Elsevier Ltd </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101650225 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Print <i>ISSN: </i>2352-0477 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2223520477%22">23520477 </searchLink><i>NLM ISO Abbreviation: </i>Eur J Radiol Open <i>Subsets: </i>PubMed not MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41477624 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/j.ejro.2025.100716 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 100716 Titles: – TitleFull: Machine Learning for diagnosis of malignant thyroid nodules based on thyroid ultrasound: Systematic review and meta-analysis of studies with external datasets. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Gatta E – PersonEntity: Name: NameFull: Gatta R – PersonEntity: Name: NameFull: Morandi R – PersonEntity: Name: NameFull: Isoli S – PersonEntity: Name: NameFull: Corvaglia S – PersonEntity: Name: NameFull: Vetrugno S – PersonEntity: Name: NameFull: Maltese V – PersonEntity: Name: NameFull: Pirola I – PersonEntity: Name: NameFull: Casella C – PersonEntity: Name: NameFull: Cappelli C IsPartOfRelationships: – BibEntity: Dates: – D: 10 M: 12 Text: 2025 Dec 10 Type: published Y: 2025 Identifiers: – Type: issn-print Value: 2352-0477 Numbering: – Type: volume Value: 16 Titles: – TitleFull: European journal of radiology open Type: main |
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