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Impact of AI on Breast Cancer Detection Rates in Mammography by Radiologists of Varying Experience Levels in Singapore: Preliminary Comparative Study.

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Title: Impact of AI on Breast Cancer Detection Rates in Mammography by Radiologists of Varying Experience Levels in Singapore: Preliminary Comparative Study.
Authors: Goh SSN; Saw Swee Hock School of Public Health, National University Health System, National University Hospital Singapore, 12 Science Drive 2, Singapore, 117549, Singapore, 65 6516 4984.; Department of Breast and General Surgery, National University Health System, Singapore, Singapore.; Yong Yoo Lin School of Medicine, National University of Singapore, Singapore, Singapore., Du H; Saw Swee Hock School of Public Health, National University Health System, National University Hospital Singapore, 12 Science Drive 2, Singapore, 117549, Singapore, 65 6516 4984., Tan LY; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Seah EZY; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Lau WK; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Ng AHZ; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Lim SWD; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Ong HY; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Lau S; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Tan YL; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Khaw MS; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Yap CW; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Hui KYD; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Tan WC; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Abdul HSRB; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Khoo VMH; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Ge S; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Pool FJ; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Choo YS; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Wang Y; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Jagmohan P; Yong Yoo Lin School of Medicine, National University of Singapore, Singapore, Singapore.; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Gopinathan PP; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore., Hartman M; Saw Swee Hock School of Public Health, National University Health System, National University Hospital Singapore, 12 Science Drive 2, Singapore, 117549, Singapore, 65 6516 4984.; Department of Breast and General Surgery, National University Health System, Singapore, Singapore.; Yong Yoo Lin School of Medicine, National University of Singapore, Singapore, Singapore., Feng M; Saw Swee Hock School of Public Health, National University Health System, National University Hospital Singapore, 12 Science Drive 2, Singapore, 117549, Singapore, 65 6516 4984.; Institute of Data Science, National University of Singapore, Singapore, Singapore.
Source: JMIR formative research [JMIR Form Res] 2025 Nov 24; Vol. 9, pp. e66931. Date of Electronic Publication: 2025 Nov 24.
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 101726394 Publication Model: Electronic Cited Medium: Internet ISSN: 2561-326X (Electronic) Linking ISSN: 2561326X NLM ISO Abbreviation: JMIR Form Res Subsets: MEDLINE
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  Data: Impact of AI on Breast Cancer Detection Rates in Mammography by Radiologists of Varying Experience Levels in Singapore: Preliminary Comparative Study.
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  Data: <searchLink fieldCode="AU" term="%22Goh+SSN%22">Goh SSN</searchLink>; Saw Swee Hock School of Public Health, National University Health System, National University Hospital Singapore, 12 Science Drive 2, Singapore, 117549, Singapore, 65 6516 4984.; Department of Breast and General Surgery, National University Health System, Singapore, Singapore.; Yong Yoo Lin School of Medicine, National University of Singapore, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Du+H%22">Du H</searchLink>; Saw Swee Hock School of Public Health, National University Health System, National University Hospital Singapore, 12 Science Drive 2, Singapore, 117549, Singapore, 65 6516 4984.<br /><searchLink fieldCode="AU" term="%22Tan+LY%22">Tan LY</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Seah+EZY%22">Seah EZY</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Lau+WK%22">Lau WK</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Ng+AHZ%22">Ng AHZ</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Lim+SWD%22">Lim SWD</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Ong+HY%22">Ong HY</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Lau+S%22">Lau S</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Tan+YL%22">Tan YL</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Khaw+MS%22">Khaw MS</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Yap+CW%22">Yap CW</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Hui+KYD%22">Hui KYD</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Tan+WC%22">Tan WC</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Abdul+HSRB%22">Abdul HSRB</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Khoo+VMH%22">Khoo VMH</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Ge+S%22">Ge S</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Pool+FJ%22">Pool FJ</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Choo+YS%22">Choo YS</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Wang+Y%22">Wang Y</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Jagmohan+P%22">Jagmohan P</searchLink>; Yong Yoo Lin School of Medicine, National University of Singapore, Singapore, Singapore.; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Gopinathan+PP%22">Gopinathan PP</searchLink>; Department of Diagnostic Imaging, National University Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Hartman+M%22">Hartman M</searchLink>; Saw Swee Hock School of Public Health, National University Health System, National University Hospital Singapore, 12 Science Drive 2, Singapore, 117549, Singapore, 65 6516 4984.; Department of Breast and General Surgery, National University Health System, Singapore, Singapore.; Yong Yoo Lin School of Medicine, National University of Singapore, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Feng+M%22">Feng M</searchLink>; Saw Swee Hock School of Public Health, National University Health System, National University Hospital Singapore, 12 Science Drive 2, Singapore, 117549, Singapore, 65 6516 4984.; Institute of Data Science, National University of Singapore, Singapore, Singapore.
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  Data: <searchLink fieldCode="JN" term="%22101726394%22">JMIR formative research</searchLink> [JMIR Form Res] 2025 Nov 24; Vol. 9, pp. e66931. <i>Date of Electronic Publication: </i>2025 Nov 24.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22JMIR+Publications%22">JMIR Publications </searchLink><i>Country of Publication: </i>Canada <i>NLM ID: </i>101726394 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2561-326X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222561326X%22">2561326X </searchLink><i>NLM ISO Abbreviation: </i>JMIR Form Res <i>Subsets: </i>MEDLINE
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