Most-cited Materials Science papers of 2023, with free PDFs

The 25 most-cited Materials Science research papers published in 2023, ranked by citations in OpenAlex, with their original abstracts and free PDFs where available.

  1. Scaling deep learning for materials discovery
    Amil Merchant, Simon Batzner et al. · 2023 · 1,478 citations · Free PDF
  2. Raman spectroscopy of carbon materials and their composites: Graphene, nanotubes and fibres
    Zheling Li, Libo Deng et al. · 2023 · 1,129 citations
  3. A review on nanoparticles: characteristics, synthesis, applications, and challenges
    Khadijah A. Altammar · 2023 · 1,068 citations · Free PDF
  4. Progressing nanotechnology to improve targeted cancer treatment: overcoming hurdles in its clinical implementation
    Mohammad Chehelgerdi, Matin Chehelgerdi et al. · 2023 · 1,063 citations · Free PDF
  5. Smart nanoparticles for cancer therapy
    Leming Sun, Hongmei Liu et al. · 2023 · 1,044 citations · Free PDF
  6. A comprehensive review of natural fibers and their composites: An eco-friendly alternative to conventional materials
    Issam Elfaleh, Fethi Abbassi et al. · 2023 · 1,034 citations
  7. Autonomous chemical research with large language models
    Daniil A. Boiko, Robert MacKnight et al. · 2023 · 1,018 citations · Free PDF
  8. Advances in drug delivery systems, challenges and future directions
    Tobechukwu Christian Ezike, Ugochukwu Solomon Okpala et al. · 2023 · 1,004 citations
  9. An autonomous laboratory for the accelerated synthesis of inorganic materials
    Nathan J. Szymanski, Bernardus Rendy et al. · 2023 · 1,001 citations · Free PDF
  10. Interpretation of Oxygen 1s X-ray Photoelectron Spectroscopy of ZnO
    Terry James Frankcombe, Yun Liu · 2023 · 925 citations
  11. The CCP 4 suite: integrative software for macromolecular crystallography
    Jon Agirre, Mihaela Atanasova et al. · 2023 · 917 citations · Free PDF
  12. CHGNet as a pretrained universal neural network potential for charge-informed atomistic modelling
    Bowen Deng, Peichen Zhong et al. · 2023 · 913 citations · Free PDF
  13. Nanoparticles as Drug Delivery Systems: A Review of the Implication of Nanoparticles’ Physicochemical Properties on Responses in Biological Systems
    Azeez Yusuf, Awatif Rashed Z. Almotairy et al. · 2023 · 912 citations · Free PDF
  14. A comprehensive review of ultrasonic assisted extraction (UAE) for bioactive components: Principles, advantages, equipment, and combined technologies
    Lipeng Shen, Shuixiu Pang et al. · 2023 · 876 citations
  15. Nanomedicine in cancer therapy
    Dahua Fan, Yongkai Cao et al. · 2023 · 874 citations · Free PDF
  16. Small data machine learning in materials science
    Pengcheng Xu, Xiaobo Ji et al. · 2023 · 869 citations · Free PDF
  17. Cellulose: A Review of Water Interactions, Applications in Composites, and Water Treatment
    Anita Etale, Amaka J. Onyianta et al. · 2023 · 823 citations
  18. Nanoparticles‐induced potential toxicity on human health: Applications, toxicity mechanisms, and evaluation models
    Lihui Xuan, Zhao Ju et al. · 2023 · 805 citations
  19. Controlled Distributed Ti 3 C 2 T x Hollow Microspheres on Thermally Conductive Polyimide Composite Films for Excellent Electromagnetic Interference Shielding
    Yali Zhang, Kunpeng Ruan et al. · 2023 · 767 citations
  20. Effects of oxygen-containing functional groups on carbon materials in supercapacitors: A review
    Chunjuan Qiu, Lili Jiang et al. · 2023 · 765 citations
  21. Direct synthesis and chemical vapor deposition of 2D carbide and nitride MXenes
    Di Wang, Chenkun Zhou et al. · 2023 · 750 citations · Free PDF
  22. Nanomaterials: An overview of synthesis, classification, characterization, and applications
    Bawoke Mekuye, Birhanu Abera · 2023 · 750 citations
  23. Silver Nanoparticles: Bactericidal and Mechanistic Approach against Drug Resistant Pathogens
    Pragati Rajendra More, Santosh Pandit et al. · 2023 · 744 citations · Free PDF
  24. Bimetallic Sites for Catalysis: From Binuclear Metal Sites to Bimetallic Nanoclusters and Nanoparticles
    Lichen Liu, Avelino Corma · 2023 · 698 citations
  25. Learning local equivariant representations for large-scale atomistic dynamics
    Albert Musaelian, Simon Batzner et al. · 2023 · 687 citations · Free PDF

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