Feasibility and psychometric evaluation of large language model-generated radiology learning materials for board examination preparation: a prospective pilot study.
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| Title: | Feasibility and psychometric evaluation of large language model-generated radiology learning materials for board examination preparation: a prospective pilot study. |
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| Authors: | Nam Y; Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, 158 Paryong-Ro, Masanhoewon-Gu, Changwon, 51353, Republic of Korea.; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea., An T; Department of Radiology, Hallym University Dongtan Sacred Heart Hospital, Hwaseong, Republic of Korea., Hwang SI; Department of Radiology, Seoul National University Bundang Hospital, Seongnam, Republic of Korea., Jeon C; Department of Radiology, College of Medicine, Yeouido St. Mary's Hospital, The Catholic University of Korea, Seoul, Republic of Korea., Jeong JW; Department of Radiology, Kyung Hee University Hospital, Kyung Hee University College of Medicine, Seoul, Republic of Korea., Jeong J; Department of Radiology, Ansan Hospital, Korea University School of Medicine, Ansan, Republic of Korea., Kim DY; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea.; Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea., Kim PH; Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea., Kim SY; Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea., Kim S; Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, 158 Paryong-Ro, Masanhoewon-Gu, Changwon, 51353, Republic of Korea., Kim Y; Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, 158 Paryong-Ro, Masanhoewon-Gu, Changwon, 51353, Republic of Korea., Lee KH; Centum Breast and Thyroid Clinic, Busan, Republic of Korea., Lee T; Department of Radiology, Seoul National University Hospital, Seoul, Republic of Korea., Oh HS; Department of Radiology and the Research Institute of Radiological Science, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea., Park JH; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea.; Department of Radiology, Kyung Hee University Hospital, Kyung Hee University College of Medicine, Seoul, Republic of Korea., Shin S; Department of Nuclear Medicine, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, Changwon, Republic of Korea., Sim Y; Department of Radiology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea., Song JM; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea.; Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea., Song S; Department of Radiology and the Research Institute of Radiological Science, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea., Hong P; Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, 158 Paryong-Ro, Masanhoewon-Gu, Changwon, 51353, Republic of Korea. honeia11@gmail.com., Kim N; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea. namkugkim@gmail.com. |
| Source: | BMC medical education [BMC Med Educ] 2026 Jun 15. Date of Electronic Publication: 2026 Jun 15. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: BioMed Central Country of Publication: England NLM ID: 101088679 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1472-6920 (Electronic) Linking ISSN: 14726920 NLM ISO Abbreviation: BMC Med Educ Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42298594 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Feasibility and psychometric evaluation of large language model-generated radiology learning materials for board examination preparation: a prospective pilot study. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Nam+Y%22">Nam Y</searchLink>; Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, 158 Paryong-Ro, Masanhoewon-Gu, Changwon, 51353, Republic of Korea.; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22An+T%22">An T</searchLink>; Department of Radiology, Hallym University Dongtan Sacred Heart Hospital, Hwaseong, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Hwang+SI%22">Hwang SI</searchLink>; Department of Radiology, Seoul National University Bundang Hospital, Seongnam, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Jeon+C%22">Jeon C</searchLink>; Department of Radiology, College of Medicine, Yeouido St. Mary's Hospital, The Catholic University of Korea, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Jeong+JW%22">Jeong JW</searchLink>; Department of Radiology, Kyung Hee University Hospital, Kyung Hee University College of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Jeong+J%22">Jeong J</searchLink>; Department of Radiology, Ansan Hospital, Korea University School of Medicine, Ansan, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+DY%22">Kim DY</searchLink>; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea.; Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+PH%22">Kim PH</searchLink>; Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+SY%22">Kim SY</searchLink>; Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+S%22">Kim S</searchLink>; Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, 158 Paryong-Ro, Masanhoewon-Gu, Changwon, 51353, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+Y%22">Kim Y</searchLink>; Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, 158 Paryong-Ro, Masanhoewon-Gu, Changwon, 51353, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Lee+KH%22">Lee KH</searchLink>; Centum Breast and Thyroid Clinic, Busan, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Lee+T%22">Lee T</searchLink>; Department of Radiology, Seoul National University Hospital, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Oh+HS%22">Oh HS</searchLink>; Department of Radiology and the Research Institute of Radiological Science, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Park+JH%22">Park JH</searchLink>; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea.; Department of Radiology, Kyung Hee University Hospital, Kyung Hee University College of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Shin+S%22">Shin S</searchLink>; Department of Nuclear Medicine, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, Changwon, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Sim+Y%22">Sim Y</searchLink>; Department of Radiology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Song+JM%22">Song JM</searchLink>; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea.; Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Song+S%22">Song S</searchLink>; Department of Radiology and the Research Institute of Radiological Science, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Hong+P%22">Hong P</searchLink>; Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, 158 Paryong-Ro, Masanhoewon-Gu, Changwon, 51353, Republic of Korea. honeia11@gmail.com.<br /><searchLink fieldCode="AU" term="%22Kim+N%22">Kim N</searchLink>; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea. namkugkim@gmail.com. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101088679%22">BMC medical education</searchLink> [BMC Med Educ] 2026 Jun 15. <i>Date of Electronic Publication: </i>2026 Jun 15. – 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="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101088679 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1472-6920 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214726920%22">14726920 </searchLink><i>NLM ISO Abbreviation: </i>BMC Med Educ <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42298594 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1186/s12909-026-09704-8 Languages: – Code: eng Text: English Titles: – TitleFull: Feasibility and psychometric evaluation of large language model-generated radiology learning materials for board examination preparation: a prospective pilot study. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Nam Y – PersonEntity: Name: NameFull: An T – PersonEntity: Name: NameFull: Hwang SI – PersonEntity: Name: NameFull: Jeon C – PersonEntity: Name: NameFull: Jeong JW – PersonEntity: Name: NameFull: Jeong J – PersonEntity: Name: NameFull: Kim DY – PersonEntity: Name: NameFull: Kim PH – PersonEntity: Name: NameFull: Kim SY – PersonEntity: Name: NameFull: Kim S – PersonEntity: Name: NameFull: Kim Y – PersonEntity: Name: NameFull: Lee KH – PersonEntity: Name: NameFull: Lee T – PersonEntity: Name: NameFull: Oh HS – PersonEntity: Name: NameFull: Park JH – PersonEntity: Name: NameFull: Shin S – PersonEntity: Name: NameFull: Sim Y – PersonEntity: Name: NameFull: Song JM – PersonEntity: Name: NameFull: Song S – PersonEntity: Name: NameFull: Hong P – PersonEntity: Name: NameFull: Kim N IsPartOfRelationships: – BibEntity: Dates: – D: 15 M: 06 Text: 2026 Jun 15 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1472-6920 Titles: – TitleFull: BMC medical education Type: main |
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