Artificial intelligence for solving pediatric clinical cases: A Retrieval-Augmented approach utilizing Llama3.2 and structured references.

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Title: Artificial intelligence for solving pediatric clinical cases: A Retrieval-Augmented approach utilizing Llama3.2 and structured references.
Authors: Mondillo G; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy., Colosimo S; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy., Perrotta A; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy., Frattolillo V; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy., Masino M; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy., Martino M; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy., Miraglia Del Giudice E; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy., Marzuillo P; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy. Electronic address: pierluigi.marzuillo@unicampania.it.
Source: International journal of medical informatics [Int J Med Inform] 2025 Nov; Vol. 203, pp. 106027. Date of Electronic Publication: 2025 Jun 23.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Science Ireland Ltd Country of Publication: Ireland NLM ID: 9711057 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-8243 (Electronic) Linking ISSN: 13865056 NLM ISO Abbreviation: Int J Med Inform Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Artificial intelligence for solving pediatric clinical cases: A Retrieval-Augmented approach utilizing Llama3.2 and structured references.
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  Data: <searchLink fieldCode="AU" term="%22Mondillo+G%22">Mondillo G</searchLink>; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Colosimo+S%22">Colosimo S</searchLink>; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Perrotta+A%22">Perrotta A</searchLink>; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Frattolillo+V%22">Frattolillo V</searchLink>; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Masino+M%22">Masino M</searchLink>; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Martino+M%22">Martino M</searchLink>; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Miraglia+Del+Giudice+E%22">Miraglia Del Giudice E</searchLink>; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Marzuillo+P%22">Marzuillo P</searchLink>; Department of Woman, Child and of General and Specialized Surgery, Università degli Studi della Campania 'Luigi Vanvitelli', Via Luigi De Crecchio 2, Naples, Italy. Electronic address: pierluigi.marzuillo@unicampania.it.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Science+Ireland+Ltd%22">Elsevier Science Ireland Ltd </searchLink><i>Country of Publication: </i>Ireland <i>NLM ID: </i>9711057 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1872-8243 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2213865056%22">13865056 </searchLink><i>NLM ISO Abbreviation: </i>Int J Med Inform <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.ijmedinf.2025.106027
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        Text: English
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              Text: 2025 Nov
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