Bayesian optimization of radical polymerization reactions in a flow synthesis system by Shogo Takasuka, Sho Ito, Shunto Oikawa, Yosuke Harashima, Tomoaki Takayama, Aniruddha Nag, Araki Wakiuchi, Tsuyoshi Ando, Tetsunori Sugawara, Miho Hatanaka, Tomoyuki Miyao, Takamitsu Matsubara, Yu-Ya Ohnishi, Hiroharu Ajiro, Mikiya Fujii

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Feature extraction and spatial imaging of synchrotron radiation X-ray diffraction patterns using unsupervised machine learning by Kentaro Kutsukake, Takefumi Kamioka, Kota Matsui, Ichiro Takeuchi, Takashi Segi, Takuo Sasaki, Seiji Fujikawa, Masamitu Takahasi

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Large-scale database analysis of anomalous thermal conductivity of quasicrystals and its application to thermal diodes by Takashi Kurono, Jinjia Zhang, Yasushi Kamimura, Keiichi Edagawa

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Data-driven analysis and visualization of dielectric properties curated from scientific literature by Tomoki Murata, Naoto Saito, Eiji Koyama, Ton Nu Thanh Phuong, Ryusuke Misawa, Satoshi Yokomizo, Tomoya Mato, Yu Takada, Sakyo Hirose, Yukari Katsura

“…Data-driven methods are powerful tools for understanding and discovering materials. …”
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Web-based graphical user interface for automated materials feature engineering for machine learning by Yoshiki Hasukawa, Mikael Kuwahara, Fernando Garcia-Escobar, Lauren Takahashi, Toshiaki Taniike, Keisuke Takahashi

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NIMS polymer database PoLyInfo (II): machine-readable standardization of polymer knowledge expression by Masashi Ishii, Takuro Ito, Koichi Sakamoto

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Starrydata: from published plots to shared materials data by Yukari Katsura, Masaya Kumagai, Tomoya Mato, Yu Takada, Yuki Ando, Erina Fujita, Fumikazu Hosono, Eiji Koyama, Farhan Mudasar, Ton Nu Thanh Phuong, Naoto Saito, Yoshihiro Sakamoto, Atsumi Tanaka, Dewi Yana, Kaoru Kimura, Koji Tsuda, Masahiko Demura

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Lightweight deep neural network for contour detection and extraction of wheat spikes in complex field environments by Xin Xu, Haiyang Zhang, Jiangchuan Lu, Ziyi Guo, Juanjuan Zhang, Jibo Yue, Hongbo Qiao, Xinming Ma

“…The multi-scale feature synergy enhancement mechanism overcomes traditional models’ limitations in detecting overlapping spikes. This method not only enables precise spike phenotyping but also provides robust algorithmic support for intelligent field spikelet counting systems, advancing translational applications in crop phenomics.…”
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ToF-SIMS and AFM Characterization of Brown Cosmetic Contact Lenses: From Structural Analysis to the Identification of Pigments by Seon Hee Kim, Jihye Lee, Yun Jung Jang, Kang-Bong Lee, Yeonhee Lee

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Improving the prediction of bitumen’s density and thermal expansion by optimizing artificial neural networks with Optuna and TensorFlow by Eli I. Assaf, Xueyan Liu, Sandra Erkens

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Genetic programming-based algorithms application in modeling the compressive strength of steel fiber-reinforced concrete exposed to elevated temperatures by Mohsin Ali, Li Chen, Qadir Bux Alias Imran Latif Qureshi, Deema Mohammed Alsekait, Adil Khan, Kiran Arif, Muhammad Luqman, Diaa Salama Abd Elminaam, Amir Hamza, Majid Khan

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Graphical representation of landscape heterogeneity identification through unsupervised acoustic analysis by Maria J. Guerrero, Camilo Sánchez‐Giraldo, César A. Uribe, Víctor M. Martínez‐Arias, Claudia Isaza

“…In contrast, soundscape analysis, which studies environmental acoustic signals, emerges as a novel tool for understanding ecological patterns, providing reliable information on habitat conditions and landscape heterogeneity in complex environments across diverse scales and serving as a complement to remote sensing methods. We propose an unsupervised approach using passive acoustic monitoring data and network inference methods to analyse acoustic heterogeneity patterns based on biophony composition. …”
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Sources of uncertainty in DNA metabarcoding of whole communities: Implications for its use in biomonitoring by J. Iwan Jones, Amanda Arnold, Dominik Buchner, John F. Murphy, Jasmine N. Childress, Pedro Beja, Florian Altermatt, Kristian Meissner, Ian Adams, Meri Anderson, Yaisel J. Borrell, Andrew G. Briscoe, Kat Bruce, Cátia Chaves, Chris Conyers, Kristy Deiner, Vasco Elbrecht, Álvaro Fueyo, Tim Goodall, Javier Granero‐Castro, Cristina Hartmann‐Fatu, Eleanor Jones, Elvira Mächler, Filipa M. S. Martins, Sam McGreig, Lyndall Pereira‐da‐Conceicoa, James L. Pretty, Daniel S. Read, Ben Price, Florian Leese, Rosetta C. Blackman

“…Abstract Advancements have been made in the use of DNA‐based methods for the detection of single species. …”
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Geographic Origin Tracing and Variety Authentication of Vietnamese Mangoes (Mangifera indica L.) Using ICP–MS and Statistical Analysis by Bui Quang Minh, Tran Ha Minh Duc, Le Van Nhan, Le Viet Anh, Nguyen Hoang Khanh, Nguyen Ngoc Tung, Hoang Minh Tao, Nguyen Tien Dat, Nguyen Quang Trung, Nguyen Bich Ngoc, Nguyen Van Khanh, Truong Ngoc Minh

“…The study underscores the importance of robust analytical methods in combating food fraud and maintaining consumer trust.…”
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Assessing Vodka Authenticity and Origin in Vietnam’s Market: An Analytical Approach Using FTIR and ICP-MS with Multivariate Statistics by Minh Truong Ngoc, Quang Trung Nguyen, Van Thinh Pham, Le Tuan Anh Hoang, Viet Anh Le, Van Nhan Le, Ha Minh Duc Tran, Tien Dat Nguyen

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Classification of Vietnamese Cashew Nut (Anacardium occidentale L.) Products Using Statistical Algorithms Based on ICP/MS Data: A Study of Food Categorization by Trung Nguyen-Quang, Minh Bui-Quang, Thinh Pham-Van, Nhan Le-Van, Khanh Nguyen-Hoang, Duc Nguyen-Minh, Tinh Phung-Thi, Anh Le-Viet, Duc Tran-Ha Minh, Dat Nguyen-Tien, Tuan-Anh Hoang-Le, Minh Truong-Ngoc

“…Recent studies have demonstrated significant advancements in food authentication through the use of fingerprinting methods, such as multivariate statistical analysis techniques applied to trace elements and isotope ratios. …”
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Fractal Art Pattern Generation Based on Genetic Algorithm by Huabai Liu

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Dynamic Ionic Environment Modulation for Precise Electrosynthesis of Heterostructured Bimetallic Nanoparticles by Heekwon Lee, Xun Zhan, Jamie H. Warner, Hang Ren

“…The high spatial resolution and on‐demand control over the composition and structure make this method well‐suitable for creating arrays of complex, multi‐metallic heterostructures, which is expected to accelerate the discovery of advanced electrocatalytic materials, offering a platform for efficient and scalable electrocatalyst screening.…”
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Simulation of the mitigation of tungsten divertor target erosion by real-time lithium powder injection on EAST by Yudie He, Chaofeng Sang, Yihan Wu, Yilin Wang, Wei Xu, Chen Zhang, Guizhong Zuo, Yanjie Zhang, Dezhen Wang

“…Real-time lithium (Li) powder injection, a key wall conditioning method on EAST (Experimental Advanced Superconducting Tokamak), can mitigate tungsten (W) erosion and impurity generation through multiple mechanisms, including changes in the surface composition of plasma-facing materials. …”
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Molecular Determinants of Protein Pathogenicity at the Single‐Aggregate Level by Agnieszka Urbanek, Emma F. Garland, Emily E. Prescott, Marianne C. King, Anna Olerinyova, Hollie E. Wareing, Nia Georgieva, Ellie L. Bradshaw, Svetomir B. Tzokov, Alexander Knight, Alexander I. Tartakovskii, Tarja Malm, J Robin Highley, Suman De

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