Outcome assessment for out-of-hospital cardiac arrest patients in Singapore and Japan with initial shockable rhythm by Okada, Yohei, Shahidah, Nur, Ng, Yih Yng, Chia, Michael Y. C., Gan, Han Nee, Leong, Benjamin S. H., Mao, Desmond R., Ng, Wei Ming, Irisawa, Taro, Yamada, Tomoki, Nishimura, Tetsuro, Kiguchi, Takeyuki, Kishimoto, Masafumi, Matsuyama, Tasuku, Nishioka, Norihiro, Kiyohara, Kosuke, Kitamura, Tetsuhisa, Iwami, Taku, Ong, Marcus Eng Hock

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Comparative analysis of pediatric COVID-19 infection in Southeast Asia, South Asia, Japan, and China by Wong, Judith Ju Ming, Abbas, Qalab, Chuah, Soo Lin, Malisie, Ririe Fachrina, Pon, Kah Min, Katsuta, Tomohiro, Dang, Hongxing, Lee, Pei Chuen, Jayashree, Muralidharan, Sultana, Rehena, Maha, Quratulain, Gan, Chin Seng, Shimizu, Naoki, Xu, Feng, Tang, Swee Fong, Shi, Luming, Lee, Jan Hau, Thoon, Koh Cheng, Yung, Chee Fu

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Lower serum uric acid and impairment of right cerebral hemisphere structural brain networks are related to depressive symptoms in cerebral small vessel disease: a cross-sectional s... by Yu, Lei, Yi, Ming, Guo, Jiayu, Li, Jinbiao, Zeng, Huixing, Cui, Liqian, Xu, Xiangming, Liu, Gang, Fan, Yuhua, Zeng, Jinsheng, Xing, Shihui, Chen, Yicong, Wang, Meng, Tan, Shuangquan, Jin, Leow Yi, Kumar, Dilip, Vipin, Ashwati, Ann, Soo See, Fatin Zahra Binte Zailan, Sandhu, Gurveen Kaur, Kandiah, Nagaendran, Dang, Chao

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Screening of the PA14NR Transposon Mutant Library Identifies Genes Involved in Resistance to Bacteriophage Infection in Pseudomomas aeruginosa by Ho, Peiying, Dam, Linh Chi, Koh, Wei Ren Ryanna, Nai, Rui Si, Nah, Qian Hui, Rajaie Fizla, Faeqa Binte Muhammad, Chan, Chia Ching, Aung, Thet Tun, Goh, Shin Giek, Fang, You, Lim, Zhining, Koh, Ming Guang, Demott, Michael, Boucher, Yann Felix, Malleret, Benoit, Gin, Karina Yew-Hoong, Dedon, Peter, Moreira, Wilfried

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Profiling microbial communities in idiopathic granulomatous mastitis by Ong, Seeu Si, Xu, Jia, Sim, Choon Kiat, Khng, Alexis Jiaying, Ho, Peh Joo, Kwan, Philip Kam Weng, Ravikrishnan, Aarthi, Tan, Benita Kiat-Tee, Tan, Qing Ting, Tan, Ern Yu, Tan, Su-Ming, Putti, Thomas Choudary, Lim, Swee Ho, Tang, Serene Ee Ling, Nagarajan, Niranjan, Karnani, Neerja, Li, Jingmei, Hartman, Mikael

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Newborn screening for severe combined immunodeficiency in Malaysia: current status, challenges and progress by Chang, Wai Leng, Mohd Noh, Lokman, Abdul Latiff, Amir Hamzah, Woo, Kent Chee Keen, Ismail, Intan Hakimah, Abd Hamid, Intan Juliana, Siniah, Sangeetha, Zainal Abidin, Mohd Azri, Sham, Marina, Mat Ripen, Adiratna, Baharin, Mohd Farid, Abdul Wahab, Asrul, Zainudeen, Zarina Thasneem, Hashim, Ilie Fadzilah, Wong, Yee Ming, Ahmad Shawaludin, Mohamad Qazreen, Ali, Adli

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Next-generation transgenic mice for optogenetic analysis of neural circuits by Feng, Guoping, Asrican, Brent, Augustine, George J., Berglund, Ken, Chen, Susu, Chow, Nick, Gloss, Bernd, Deisseroth, Karl, Mancuso, James, Hira, Riichiro, Hoffmann, Carolin, Tan, Gregory, Kasai, Haruo, Katarya, Malvika, Kim, Jinsook, Kudolo, John, Lee, Li Ming, Lo, Shun Qiang, Matsuzaki, Masanori, Nakajima, Ryuichi, Qiu, Li, Tang, Yanxia, Ting, Jonathan T., Tsuda, Sachiko, Wen, Lei, Zhang, Xuying, Zhao, Shengli

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Observation of flat bands and Dirac cones in a pyrochlore lattice superconductor by Huang, Jianwei, Setty, Chandan, Deng, Liangzi, You, Jing-Yang, Liu, Hongxiong, Shao, Sen, Oh, Ji Seop, Guo, Yucheng, Zhang, Yichen, Yue, Ziqin, Yin, Jia-Xin, Hashimoto, Makoto, Lu, Donghui, Gorovikov, Sergey, Dai, Pengcheng, Denlinger, Jonathan D., Allen, J. W., Hasan, M. Zahid, Feng, Yuan-Ping, Birgeneau, Robert J., Shi, Youguo, Chu, Ching-Wu, Chang, Guoqing, Si, Qimiao, Yi, Ming

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Electron transport and visible light absorption in a plasmonic photocatalyst based on strontium niobate by Wan, D. Y., Zhao, Y. L., Cai, Y., Asmara, T. C., Huang, Z., Chen, J. Q., Hong, J., Yin, Sheng Ming, Nelson, C. T., Motapothula, M. R., Yan, B. X., Xiang, D., Chi, X., Zheng, H., Chen, W., Xu, Rong, Ariando, Rusydi, A., Minor, A. M., Breese, M. B. H., Sherburne, M., Asta, M., Xu, Q-H, Venkatesan, T

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Multifaceted aerosol effects on precipitation by Stier, P, van den Heever, SC, Christensen, MW, Gryspeerdt, E, Dagan, G, Saleeby, SM, Bollasina, M, Donner, L, Emanuel, K, Ekman, AML, Feingold, G, Field, P, Forster, P, Haywood, J, Kahn, R, Koren, I, Kummerow, C, L’Ecuyer, T, Lohmann, U, Ming, Y, Myhre, G, Quaas, J, Rosenfeld, D, Samset, B, Seifert, A, Stephens, G, Tao, W-K

Functional analysis of a hypomorphic allele shows that MMP14 catalytic activity is the prime determinant of the Winchester syndrome phenotype by de Vos, Ivo J. H. M., Goggi, Julian L., Wilson, Gabrielle R., Stegmann, Alexander P. A., Amor, David J., Dunn, Norris Ray, Carney, Thomas James, Lockhart, Paul J., Coull, Barry J., van Steensel, Maurice A. M., Tao, Evelyn Yaqiong, Ong, Sheena Li Ming, Scerri, Thomas, Low, Chernis Guai Mun, Wong, Arnette Shi Wei, Grussu, Dominic, van Geel, Michel, Janssen, Renske, Bahlo, Melanie

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Ultrahigh electromechanical response from competing ferroic orders by Lin, Baichen, Ong, Khuong Phuong, Yang, Tiannan, Zeng, Qibin, Hui, Hui Kim, Ye, Zhen, Sim, Celine, Yen, Zhihao, Yang, Ping, Dou, Yanxin, Li, Xiaolong, Gao, Xingyu, Tan, Ivan Chee Kiang, Lim, Zhi Shiuh, Zeng, Shengwei, Luo, Tiancheng, Xu, Jinlong, Tong, Xin, Li, Patrick Wen Feng, Ren, Minqin, Zeng, Kaiyang, Sun, Chengliang, Ramakrishna, Seeram, Breese, Mark B. H., Boothroyd, Chris, Lee, Chengkuo, Singh, David J., Lam, Yeng Ming, Liu, Huajun

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Rewilding in Southeast Asia: Singapore as a case study by Lamperty, Therese, Chiok, Wen Xuan, Khoo, Max D. Y., Amir, Zachary, Baker, Nick, Chua, Marcus A. H., Chung, Yi Fei, Chua, Yen Kheng, Koh, Joshua J.-M, Lee, Benjamin P. Y.-H., Lum, Shawn K. Y., Mendes, Calebe P., Ngiam, Jonathan, O Dempsey A., Png, Kenny G. C., Sovie, Adia R., Tan, Lorraine, Teo, Robert, Thomas, Noel, Li, Tianjiao, Lim, Bryan Tze-Ming, Loo, Adrian H. B., Wardle, David A., Luskin, Matthew Scott

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Detection and characterisation of a sixth Candida auris clade in Singapore: a genomic and phenotypic study by Suphavilai, Chayaporn, Ko, Karrie Kwan Ki, Lim, Kar Mun, Tan, Mei Gie, Boonsimma, Patipan, Chu, Joash Jun Keat, Goh, Sui Sin, Rajandran, Prevena, Lee, Lai Chee, Tan, Kwee Yuen, Bushra Binte Shaik Ismail, Aung, May Kyawt, Yang, Yong, Sim, Jean Xiang Ying, Venkatachalam, Indumathi, Cherng, Benjamin Pei Zhi, Spruijtenburg, Bram, Chan, Kian Sing, Oon, Lynette Lin Ean, Tan, Ai Ling, Tan, Yen Ee, Wijaya, Limin, Tan, Ban Hock, Ling, Moi Lin, Koh, Tse Hsien, Meis, Jacques F., Tsui, Clement Kin Ming, Nagarajan, Niranjan

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Germline breast cancer susceptibility genes, tumor characteristics, and survival by Ho, Peh Joo, Khng, Alexis J., Loh, Hui Wen, Ho, Weang-Kee, Yip, Cheng Har, Mohd-Taib, Nur Aishah, Tan, Veronique Kiak Mien, Tan, Benita Kiat-Tee, Tan, Su-Ming, Tan, Ern Yu, Lim, Swee Ho, Jamaris, Suniza, Sim, Yirong, Wong, Fuh Yong, Ngeow, Joanne, Lim, Elaine Hsuen, Tai, Mei Chee, Wijaya, Eldarina Azfar, Lee, Soo Chin, Chan, Ching Wan, Buhari, Shaik Ahmad, Chan, Patrick M. Y., Chen, Juliana J. C., Seah, Jaime Chin Mui, Lee, Wai Peng, Mok, Chi Wei, Lim, Geok Hoon, Woo, Evan, Kim, Sung-Won, Lee, Jong Won, Lee, Min Hyuk, Park, Sue K., Dunning, Alison M., Easton, Douglas F., Schmidt, Marjanka K., Teo, Soo-Hwang, Li, Jingmei, Hartman, Mikael

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Artificial neural networks solutions for solving differential equations: A focus and example for flow of viscoelastic fluid with microrotation by Abdullah, null, Faye, Ibrahima, Laila Amera, Aziz

“…PINN offers an alternative to classical numerical methods. …”
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Data-driven forward and inverse analysis of two-dimensional soil consolidation using physics-informed neural network by Wang, Yu, Shi, Chao, Shi, Jiangwei, Lu, Hu

“…Different random seeds are used to test the robustness of the PINN developed and quantify the associated model uncertainty. …”
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Physics-informed neural network for fast prediction of temperature distributions in cancerous breasts as a potential efficient portable AI-based diagnostic tool by Mukhmetov, Olzhas, Zhao, Yong, Mashekova, Aigerim, Zarikas, Vasilios, Ng, Eddie Yin Kwee, Aidossov, Nurduman

“…This work presents the development of a novel Physics-Informed Neural Network (PINN) method for fast forward simulation of heat transfer through cancerous breast models. …”
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Roadmap on energy harvesting materials by Pecunia, Vincenzo, Silva, S Ravi P, Phillips, Jamie D., Artegiani, Elisa, Romeo, Alessandro, Shim, Hongjae, Park, Jongsung, Kim, Jin Hyeok, Yun, Jae Sung, Welch, Gregory C., Larson, Bryon W., Creran, Myles, Laventure, Audrey, Sasitharan, Kezia, Flores-Diaz, Natalie, Freitag, Marina, Xu, Jie, Brown, Thomas M., Li, Benxuan, Wang, Yiwen, Li, Zhe, Hou, Bo, Hamadani, Behrang H., Defay, Emmanuel, Kovacova, Veronika, Glinsek, Sebastjan, Kar-Narayan, Sohini, Bai, Yang, Kim, Da Bin, Cho, Yong Soo, Žukauskaitė, Agnė, Barth, Stephan, Fan, Feng Ru, Wu, Wenzhuo, Costa, Pedro, del Campo, Javier, Lanceros-Mendez, Senentxu, Khanbareh, Hamideh, Wang, Zhong Lin, Pu, Xiong, Pan, Caofeng, Zhang, Renyun, Xu, Jing, Zhao, Xun, Zhou, Yihao, Chen, Guorui, Tat, Trinny, Ock, Il Woo, Chen, Jun, Graham, Sontyana Adonijah, Yu, Jae Su, Huang, Ling-Zhi, Li, Dan-Dan, Ma, Ming-Guo, Luo, Jikui, Jiang, Feng, Lee, Pooi See, Dudem, Bhaskar, Vivekananthan, Venkateswaran, Kanatzidis, Mercouri G., Xie, Hongyao, Shi, Xiao-Lei, Chen, Zhi-Gang, Riss, Alexander, Parzer, Michael, Garmroudi, Fabian, Bauer, Ernst, Zavanelli, Duncan, Brod, Madison K., Malki, Muath Al, Snyder, G. Jeffrey, Kovnir, Kirill, Kauzlarich, Susan M., Uher, Ctirad, Lan, Jinle, Lin, Yuan-Hua, Fonseca, Luis, Morata, Alex, Martin-Gonzalez, Marisol, Pennelli, Giovanni, Berthebaud, David, Mori, Takao, Quinn, Robert J., Bos, Jan-Willem G., Candolfi, Christophe, Gougeon, Patrick, Gall, Philippe, Lenoir, Bertrand, Venkateshvaran, Deepak, Kaestner, Bernd, Zhao, Yunshan, Zhang, Gang, Nonoguchi, Yoshiyuki, Schroeder, Bob C., Bilotti, Emiliano, Menon, Akanksha K., Urban, Jeffrey J., Fenwick, Oliver, Asker, Ceyla, Talin, A. Alec, Anthopoulos, Thomas D., Losi, Tommaso, Viola, Fabrizio, Caironi, Mario, Georgiadou, Dimitra G., Ding, Li, Peng, Lian-Mao, Wang, Zhenxing, Wei, Muh-Dey, Negra, Renato, Lemme, Max C., Wagih, Mahmoud, Beeby, Steve, Ibn-Mohammed, Taofeeq, Mustapha, K. B., Joshi, A. P.

“…To achieve these goals, innovative materials are needed to efficiently convert ambient energy into electricity through various physical mechanisms, such as the photovoltaic effect, thermoelectricity, piezoelectricity, triboelectricity, and radiofrequency wireless power transfer. By bringing together the perspectives of experts in various types of energy harvesting materials, this Roadmap provides extensive insights into recent advances and present challenges in the field. …”
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Physics-Informed Deep Learning for Plasma Etch Optimization by Dighamber, Mohit

“…Future work includes utilizing the PINN model in a Bayesian framework to facilitate recipe optimization for the desired etch profile.…”
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