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Cross-institutional validation of a polar map-free 3D deep learning model for obstructive coronary artery disease prediction using myocardial perfusion imaging: insights into generalizability and bias.

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Title: Cross-institutional validation of a polar map-free 3D deep learning model for obstructive coronary artery disease prediction using myocardial perfusion imaging: insights into generalizability and bias.
Authors: Shih YC; Department of Nuclear Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan., Ko CL; Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan.; Department of Nuclear Medicine, National Taiwan University Hospital, Taipei, Taiwan.; College of Medicine, National Taiwan University, Taipei, Taiwan., Wang SY; Department of Nuclear Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan.; Electrical and Communication Engineering College, Yuan Ze University, Taoyuan, Taiwan., Chang CY; Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan., Lin SS; Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan., Huang CW; Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan., Cheng MF; Department of Nuclear Medicine, National Taiwan University Hospital, Taipei, Taiwan.; College of Medicine, National Taiwan University, Taipei, Taiwan., Chen CM; Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan., Wu YW; Department of Nuclear Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan. wuyw0502@gmail.com.; Division of Cardiology, Cardiovascular Center, Far Eastern Memorial Hospital, No. 21, Sec. 2, Nanya S. Rd., Banqiao Dist, New Taipei City, 220216, Taiwan. wuyw0502@gmail.com.; School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan. wuyw0502@gmail.com.; Graduate Institute of Medicine, Yuan Ze University, Taoyuan City, Taiwan. wuyw0502@gmail.com.
Source: European journal of nuclear medicine and molecular imaging [Eur J Nucl Med Mol Imaging] 2025 Sep; Vol. 52 (11), pp. 4213-4223. Date of Electronic Publication: 2025 Apr 08.
Publication Type: Journal Article; Validation Study; Multicenter Study
Journal Info: Publisher: Springer-Verlag Berlin Country of Publication: Germany NLM ID: 101140988 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1619-7089 (Electronic) Linking ISSN: 16197070 NLM ISO Abbreviation: Eur J Nucl Med Mol Imaging Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Label: Title
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  Data: Cross-institutional validation of a polar map-free 3D deep learning model for obstructive coronary artery disease prediction using myocardial perfusion imaging: insights into generalizability and bias.
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  Data: <searchLink fieldCode="AU" term="%22Shih+YC%22">Shih YC</searchLink>; Department of Nuclear Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Ko+CL%22">Ko CL</searchLink>; Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan.; Department of Nuclear Medicine, National Taiwan University Hospital, Taipei, Taiwan.; College of Medicine, National Taiwan University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wang+SY%22">Wang SY</searchLink>; Department of Nuclear Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan.; Electrical and Communication Engineering College, Yuan Ze University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chang+CY%22">Chang CY</searchLink>; Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+SS%22">Lin SS</searchLink>; Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Huang+CW%22">Huang CW</searchLink>; Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Cheng+MF%22">Cheng MF</searchLink>; Department of Nuclear Medicine, National Taiwan University Hospital, Taipei, Taiwan.; College of Medicine, National Taiwan University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+CM%22">Chen CM</searchLink>; Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wu+YW%22">Wu YW</searchLink>; Department of Nuclear Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan. wuyw0502@gmail.com.; Division of Cardiology, Cardiovascular Center, Far Eastern Memorial Hospital, No. 21, Sec. 2, Nanya S. Rd., Banqiao Dist, New Taipei City, 220216, Taiwan. wuyw0502@gmail.com.; School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan. wuyw0502@gmail.com.; Graduate Institute of Medicine, Yuan Ze University, Taoyuan City, Taiwan. wuyw0502@gmail.com.
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  Data: <searchLink fieldCode="JN" term="%22101140988%22">European journal of nuclear medicine and molecular imaging</searchLink> [Eur J Nucl Med Mol Imaging] 2025 Sep; Vol. 52 (11), pp. 4213-4223. <i>Date of Electronic Publication: </i>2025 Apr 08.
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  Data: Journal Article; Validation Study; Multicenter Study
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer-Verlag+Berlin%22">Springer-Verlag Berlin </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>101140988 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1619-7089 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2216197070%22">16197070 </searchLink><i>NLM ISO Abbreviation: </i>Eur J Nucl Med Mol Imaging <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=40198356
RecordInfo BibRecord:
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      – Type: doi
        Value: 10.1007/s00259-025-07243-w
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      – Code: eng
        Text: English
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        StartPage: 4213
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      – TitleFull: Cross-institutional validation of a polar map-free 3D deep learning model for obstructive coronary artery disease prediction using myocardial perfusion imaging: insights into generalizability and bias.
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            – D: 01
              M: 09
              Text: 2025 Sep
              Type: published
              Y: 2025
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              Value: 52
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            – TitleFull: European journal of nuclear medicine and molecular imaging
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