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    Computational psychiatry entails applying data-driven methods and artificial intelligence to model the mechanisms underlying mental health diseases, offering new avenues for diagnosis, treatment, and personalized care.

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    The 2025 Nobel Prize in Chemistry has been awarded to Susumu Kitagawa, Richard Robson and Omar M. Yaghi “for the development of metal–organic frameworks.”

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    Large language models (LLMs) are rapidly being implemented in a wide range of disciplines, with the promise of unlocking new possibilities for scientific exploration.

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    This cross-journal Collection between Nature Communications, Nature Computational Science, Communications Physics, and Scientific Reports brings together the advances in Physics-Informed Machine Learning.

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    Generative models have gained widespread attention in recent years due to their inverse design capabilities and their potential to accelerate the molecular design and discovery processes.

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    Journals from the Nature Portfolio wish to celebrate the achievements that have been made since the Beijing declaration for women's rights, emphasize areas where progress is needed and bring to the fore ideas offering a path forward.

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    The 2024 Nobel Prize in Chemistry has been awarded to David Baker “for computational protein design” and to Demis Hassabis and John M. Jumper “for protein structure prediction”.

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  • Collection |

    The Nobel Prize in Physics 2024 has been awarded to John J. Hopfield and Geoffrey E. Hinton “for foundational discoveries and inventions that enable machine learning with artificial neural networks”.

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    The field of computational science faces many challenges when it comes to improving the state of equitable access and representation, as well as creating computational tools that do not further exacerbate existing inequalities.

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    Metamaterials have recently garnered substantial research interest as they can be engineered to achieve materials properties not found in nature, thus presenting unique opportunities across various fields.

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    The use of computational methods and tools to deepen our understanding of long-standing questions in the social sciences has been rapidly growing in recent years.

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