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Developing and validating ultrasound-based machine-learning models incorporating radiomics features to predict malignancy in adnexal masses.

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Title: Developing and validating ultrasound-based machine-learning models incorporating radiomics features to predict malignancy in adnexal masses.
Authors: Moro F; UniCamillus-International Medical University of Rome, Rome, Italy.; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy., Ciancia M; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy., Berardino SD; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy., Baldassari G; Radiomics G-STeP Research Core Facility, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy., Mascilini F; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy., Ciccarone F; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy., Nero C; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.; Dipartimento Universitario Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Rome, Italy., Tran HE; Radiomics G-STeP Research Core Facility, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy., Pasciuto T; Data Collection G-STeP Research Core Facility, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy., Boldrini L; Radiomics G-STeP Research Core Facility, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.; Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.; Università Cattolica del Sacro Cuore, Rome, Italy., Giannarelli D; Epidemiology and Biostatistics Facility, G-STeP Generator, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy., Ledger A; Department of Development and Regeneration, KU Leuven, Leuven, Belgium., Bourne T; Department of Development and Regeneration, KU Leuven, Leuven, Belgium.; Department of Obstetrics and Gynaecology, University Hospitals Leuven, Leuven, Belgium.; Department of Obstetrics and Gynaecology, Imperial College London, London, UK., Froyman W; Department of Development and Regeneration, KU Leuven, Leuven, Belgium.; Department of Obstetrics and Gynaecology, University Hospitals Leuven, Leuven, Belgium., Timmerman D; Department of Development and Regeneration, KU Leuven, Leuven, Belgium.; Department of Obstetrics and Gynaecology, University Hospitals Leuven, Leuven, Belgium., Valentin L; Department of Obstetrics and Gynaecology, Skåne University Hospital, Malmö, Sweden.; Department of Clinical Sciences Malmö, Lund University, Malmö, Sweden., Fagotti A; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.; Dipartimento Universitario Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Rome, Italy., Testa AC; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.; Dipartimento Universitario Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Rome, Italy.
Source: Ultrasound in obstetrics & gynecology : the official journal of the International Society of Ultrasound in Obstetrics and Gynecology [Ultrasound Obstet Gynecol] 2026 Apr; Vol. 67 (4), pp. 519-529. Date of Electronic Publication: 2026 Mar 30.
Publication Type: Journal Article; Observational Study; Validation Study
Journal Info: Publisher: John Wiley & Sons, Ltd Country of Publication: England NLM ID: 9108340 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1469-0705 (Electronic) Linking ISSN: 09607692 NLM ISO Abbreviation: Ultrasound Obstet Gynecol Subsets: MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: Developing and validating ultrasound-based machine-learning models incorporating radiomics features to predict malignancy in adnexal masses.
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  Data: <searchLink fieldCode="AU" term="%22Moro+F%22">Moro F</searchLink>; UniCamillus-International Medical University of Rome, Rome, Italy.; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Ciancia+M%22">Ciancia M</searchLink>; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Berardino+SD%22">Berardino SD</searchLink>; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Baldassari+G%22">Baldassari G</searchLink>; Radiomics G-STeP Research Core Facility, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Mascilini+F%22">Mascilini F</searchLink>; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Ciccarone+F%22">Ciccarone F</searchLink>; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Nero+C%22">Nero C</searchLink>; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.; Dipartimento Universitario Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Tran+HE%22">Tran HE</searchLink>; Radiomics G-STeP Research Core Facility, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Pasciuto+T%22">Pasciuto T</searchLink>; Data Collection G-STeP Research Core Facility, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Boldrini+L%22">Boldrini L</searchLink>; Radiomics G-STeP Research Core Facility, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.; Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.; Università Cattolica del Sacro Cuore, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Giannarelli+D%22">Giannarelli D</searchLink>; Epidemiology and Biostatistics Facility, G-STeP Generator, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Ledger+A%22">Ledger A</searchLink>; Department of Development and Regeneration, KU Leuven, Leuven, Belgium.<br /><searchLink fieldCode="AU" term="%22Bourne+T%22">Bourne T</searchLink>; Department of Development and Regeneration, KU Leuven, Leuven, Belgium.; Department of Obstetrics and Gynaecology, University Hospitals Leuven, Leuven, Belgium.; Department of Obstetrics and Gynaecology, Imperial College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Froyman+W%22">Froyman W</searchLink>; Department of Development and Regeneration, KU Leuven, Leuven, Belgium.; Department of Obstetrics and Gynaecology, University Hospitals Leuven, Leuven, Belgium.<br /><searchLink fieldCode="AU" term="%22Timmerman+D%22">Timmerman D</searchLink>; Department of Development and Regeneration, KU Leuven, Leuven, Belgium.; Department of Obstetrics and Gynaecology, University Hospitals Leuven, Leuven, Belgium.<br /><searchLink fieldCode="AU" term="%22Valentin+L%22">Valentin L</searchLink>; Department of Obstetrics and Gynaecology, Skåne University Hospital, Malmö, Sweden.; Department of Clinical Sciences Malmö, Lund University, Malmö, Sweden.<br /><searchLink fieldCode="AU" term="%22Fagotti+A%22">Fagotti A</searchLink>; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.; Dipartimento Universitario Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Testa+AC%22">Testa AC</searchLink>; Dipartimento Scienze della Salute della Donna e del Bambino, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.; Dipartimento Universitario Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Rome, Italy.
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