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Development of a Deep Learning-Based Feedback Model to Assist Medical Students Learning Renal Ultrasound Acquisition: Mixed Methods Study.

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Title: Development of a Deep Learning-Based Feedback Model to Assist Medical Students Learning Renal Ultrasound Acquisition: Mixed Methods Study.
Authors: Hwang ACN; Department of Diagnostic Radiology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, 21 Sassoon Rd, Pok Fu Lam, Hong Kong, China, +852 22553307., Singh R; Department of Diagnostic Radiology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, 21 Sassoon Rd, Pok Fu Lam, Hong Kong, China, +852 22553307., Barrett EA; Academic Unit of Human Communication, Learning, and Development, Faculty of Education, The University of Hong Kong, Hong Kong, China., Cao P; Department of Diagnostic Radiology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, 21 Sassoon Rd, Pok Fu Lam, Hong Kong, China, +852 22553307., Vardhanabhuti V; Department of Diagnostic Radiology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, 21 Sassoon Rd, Pok Fu Lam, Hong Kong, China, +852 22553307., Ng PY; Critical Care Medicine Unit, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China., Wong GTC; Department of Anaesthesiology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China., Co MTH; Department of Surgery, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China., Lee EY; Department of Diagnostic Radiology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, 21 Sassoon Rd, Pok Fu Lam, Hong Kong, China, +852 22553307.
Source: JMIR medical education [JMIR Med Educ] 2026 Mar 09; Vol. 12, pp. e72110. Date of Electronic Publication: 2026 Mar 09.
Publication Type: Journal Article
Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 101684518 Publication Model: Electronic Cited Medium: Internet ISSN: 2369-3762 (Electronic) Linking ISSN: 23693762 NLM ISO Abbreviation: JMIR Med Educ Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Hwang+ACN%22">Hwang ACN</searchLink>; Department of Diagnostic Radiology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, 21 Sassoon Rd, Pok Fu Lam, Hong Kong, China, +852 22553307.<br /><searchLink fieldCode="AU" term="%22Singh+R%22">Singh R</searchLink>; Department of Diagnostic Radiology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, 21 Sassoon Rd, Pok Fu Lam, Hong Kong, China, +852 22553307.<br /><searchLink fieldCode="AU" term="%22Barrett+EA%22">Barrett EA</searchLink>; Academic Unit of Human Communication, Learning, and Development, Faculty of Education, The University of Hong Kong, Hong Kong, China.<br /><searchLink fieldCode="AU" term="%22Cao+P%22">Cao P</searchLink>; Department of Diagnostic Radiology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, 21 Sassoon Rd, Pok Fu Lam, Hong Kong, China, +852 22553307.<br /><searchLink fieldCode="AU" term="%22Vardhanabhuti+V%22">Vardhanabhuti V</searchLink>; Department of Diagnostic Radiology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, 21 Sassoon Rd, Pok Fu Lam, Hong Kong, China, +852 22553307.<br /><searchLink fieldCode="AU" term="%22Ng+PY%22">Ng PY</searchLink>; Critical Care Medicine Unit, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.<br /><searchLink fieldCode="AU" term="%22Wong+GTC%22">Wong GTC</searchLink>; Department of Anaesthesiology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.<br /><searchLink fieldCode="AU" term="%22Co+MTH%22">Co MTH</searchLink>; Department of Surgery, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.<br /><searchLink fieldCode="AU" term="%22Lee+EY%22">Lee EY</searchLink>; Department of Diagnostic Radiology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, 21 Sassoon Rd, Pok Fu Lam, Hong Kong, China, +852 22553307.
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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>101684518 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2369-3762 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2223693762%22">23693762 </searchLink><i>NLM ISO Abbreviation: </i>JMIR Med Educ <i>Subsets: </i>MEDLINE
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              Text: 2026 Mar 09
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