Editorial: Women in nanotoxicology 2023–2024 by Iseult Lynch, Ilika Ghosh

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Prediction of blood–brain barrier and Caco-2 permeability through the Enalos Cloud Platform: combining contrastive learning and atom-attention message passing neural networks by Nikoletta-Maria Koutroumpa, Andreas Tsoumanis, Haralambos Sarimveis, Iseult Lynch, Georgia Melagraki, Antreas Afantitis

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Screening uncalibrated priority pollutants by improved AHP-CRITIC method at development land by Xinni Wei, Xiuli Dang, Peng Liu, Ge Gao, Hang Zhu, Jiayue Shi, Qiyuan Zhang, Roland Bol, Peng Zhang, Iseult Lynch, Long Zhao

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The round-robin approach applied to nanoinformatics: consensus prediction of nanomaterials zeta potential by Dimitra-Danai Varsou, Arkaprava Banerjee, Joyita Roy, Kunal Roy, Giannis Savvas, Haralambos Sarimveis, Ewelina Wyrzykowska, Mateusz Balicki, Tomasz Puzyn, Georgia Melagraki, Iseult Lynch, Antreas Afantitis

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Instance maps as an organising concept for complex experimental workflows as demonstrated for (nano)material safety research by Benjamin Punz, Maja Brajnik, Joh Dokler, Jaleesia D. Amos, Litty Johnson, Katie Reilly, Anastasios G. Papadiamantis, Amaia Green Etxabe, Lee Walker, Diego S. T. Martinez, Steffi Friedrichs, Klaus M. Weltring, Nazende Günday-Türeli, Claus Svendsen, Christine Ogilvie Hendren, Mark R. Wiesner, Martin Himly, Iseult Lynch, Thomas E. Exner

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MACRAMÉ – Advanced characterisation methodologies to assess and predict the health and environmental risks of advanced materials by Steffi Friedrichs, Christian Seitz, Eric Bleeker, Rob Vandebriel, Samia Ouhajji, Evert Duistermaat, Martin Wiemann, Antje Vennemann, Alberto Katsumiti, Tina Buerki-Thurnherr, Govind Gupta, Peter Wick, Luis Mauricio Ortiz-Galvez, Jimeng Wu, Klaus-Michael Weltring, Daniel Haase, Elisabeth Heunisch, Anna Pohl, Katie Reilly, Zhiling Guo, Iseult Lynch, Thomas Exner, Birgit Hagenhoff, Daniel Breitenstein

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CompSafeNano project: NanoInformatics approaches for safe-by-design nanomaterials by Dimitrios Zouraris, Angelos Mavrogiorgis, Andreas Tsoumanis, Laura Aliisa Saarimäki, Giusy del Giudice, Antonio Federico, Angela Serra, Dario Greco, Ian Rouse, Julia Subbotina, Vladimir Lobaskin, Karolina Jagiello, Krzesimir Ciura, Beata Judzinska, Alicja Mikolajczyk, Anita Sosnowska, Tomasz Puzyn, Mary Gulumian, Victor Wepener, Diego S.T. Martinez, Romana Petry, Naouale El Yamani, Elise Rundén-Pran, Sivakumar Murugadoss, Sergey Shaposhnikov, Vasileios Minadakis, Periklis Tsiros, Harry Sarimveis, Eleonora Marta Longhin, Tanima SenGupta, Ann-Karin Hardie Olsen, Viera Skakalova, Peter Hutar, Maria Dusinska, Anastasios G. Papadiamantis, L. Cristiana Gheorghe, Katie Reilly, Emilie Brun, Sami Ullah, Sebastien Cambier, Tommaso Serchi, Kaido Tämm, Candida Lorusso, Francesco Dondero, Evangelos Melagrakis, Muhammad Moazam Fraz, Georgia Melagraki, Iseult Lynch, Antreas Afantitis

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