journal article·2024-08Open access

Multiplex Detection of Foodborne Pathogens using 3D Nanostructure Swab and Deep Learning‐Based Classification of Raman Spectra (Small 35/2024)

Hyunju Kang, Junhyeong Lee, Jeong Moon, Taegu Lee, Jueun Kim, Yeonwoo Jeong, Eun‐Kyung Lim, Juyeon Jung, Yongwon Jung, Seok Jae Lee, Kyoung G. Lee, Seunghwa Ryu, Taejoon Kang

Small· Volume 20· Issue 35

Abstract

Pathogen Detection In article number 2308317, Kyoung G. Lee, Seunghwa Ryu, Taejoon Kang, and co-workers describe the on-site detection of multiple foodborne bacteria using 3D nanostructure swab and deep learning-based classification of bacterial Raman spectra. The authors analyzed multiple bacterial species captured on the 3D nanostructure using their Raman signals and employed the Grad-CAM method to achieve detailed information for the bacterial signals
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Research context

OpenAlex topics: Spectroscopy Techniques in Biomedical and Chemical Research · COVID-19 diagnosis using AI · Biosensors and Analytical Detection

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Affiliations

Bionanotechnology Research Center Korea Research Institute of Bioscience and Biotechnology (KRIBB) 125 Gwahak‐ro, Yuseong‐gu Daejeon 34141 Republic of Korea

Department of Chemistry Korea Advanced Institute of Science and Technology (KAIST) 291 Daehak‐ro, Yuseong‐gu Daejeon 34141 Republic of Korea

Department of Mechanical Engineering KAIST 291 Daehak‐ro, Yuseong‐gu Daejeon 34141 Republic of Korea

Department of Biomedical Engineering University of Connecticut Health Center Farmington CT 06032 USA

Department of Energy Resources and Chemical Engineering Kangwon National University 346 Jungang‐ro Samcheok Gangwon‐do 25913 Republic of Korea

Division of Nano‐Bio Sensors/Chips Development National NanoFab Center (NNFC) 291 Daehak‐ro, Yuseong‐gu Daejeon 34141 Republic of Korea

Department of Nanobiotechnology KRIBB School of Biotechnology University of Science and Technology (UST) 217 Gajeong‐ro, Yuseong‐gu Daejeon 34113 Republic of Korea

School of Pharmacy Sungkyunkwan University (SKKU) 2066 Seobu‐ro Suwon Gyeonggi‐do 16419 Republic of Korea

References

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