Machine learning: our future spotlight into single-particle ICP-ToF-MS analysis

Timothy Ronald Holbrook, Doriane Gallot-Duval, Thorsten Reemtsma and Stephan Wagner

J. Anal. At. Spectrom., 2021, 36, 2684
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Exploring environmental nanobiogeochemistry using field-flow fractionation and ICP-MS-based tools: background and fundamentals

C. W. Cuss, E. Alasonati, M. F. Benedetti, C. M. Churchill, S. Fernando, R. Gasco, A. Goodman, C. Moens, M. D. Montaño, V. I. Slaveykova, M. Tharaud and I. A. M. Worms

Environ. Sci.: Nano, 2025, 12, 3847
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Exploring high-dimensional LA-ICP-TOFMS data with uniform manifold approximation and projection (UMAP)

Katharina Kronenberg, Hennes Rave, Nassim Ghaffari-Tabrizi-Wizsy, Danae Nyckees, Matthias Elinkmann, Dalial Freitak, Lars Linsen, Raquel Gonzalez de Vega and David Clases

J. Anal. At. Spectrom., 2025, 40, 3473
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Detection of Li in synthetic slags of Li-ion batteries by laser ablation inductively coupled plasma time of flight mass spectrometry (LA-ICP-ToF-MS)

Alena Schnickmann, Ciprian Stremtan, Lukas Schlatt, Thomas Schirmer and Thomas Ulrich

J. Anal. At. Spectrom., 2025, 40, 1049
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Application of deep neural network to discriminating chalcopyrite deposits, ore types, and textures

Xiaohao Zhang, Yunyun Niu, Guodong Zhu and Shuangwei Wan

Journal of Geochemical Exploration, 2024, 259, 107421
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Evaluation of emeralds by their origin: Multivariate analysis - Infrared spectra

Elianna Castillo Serna, Jesus Alberto Agreda Bastidas, Valentina Gonzalez Ruiz and Javier García Toloza

Rev. Colomb. Quim., 2022, 50, 24
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Geochemistry of beryl varieties: comparative analysis and visualization of analytical data by principal component analysis (PCA) and t-distributed stochastic neighbor embedding (t-SNE)

Sergey Skublov, Aleksandra Gavrilchik and Aleksey Berezin

PMI, 2022, 255, 455
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Touretite, LiAl4Be4(B11Be)O28, a New Borate Mineral from the Ambalabe Pegmatite, Madagascar

Frédéric Hatert, Martin Depret, Florent Bomal, Federico Pezzotta, Pietro Vignola, Markus Wälle, Pierre Lefèvre, Radek Škoda, Anatoly V. Kasatkin, Atali A. Agakhanov, Natalia V. Zubkova, Mattia Bonazzi, Alberto Zanetti, Nicola Rotiroti and Andrea Risplendente

The Canadian Journal of Mineralogy and Petrology, 2025, 63, 867
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Time Measurement in Mass Spectrometry by Dual Circuits

Mohammad Reza Motavalli

J. Inst. Eng. India Ser. B, 2025, 106, 1011
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Source-specific fingerprints and machine learning-driven apportionment of lead-containing fine particles from typical industrial emissions in China

Xuanhe Zhao, Zuoshun Niu, Miao Xu, Lingyan Wu, Mengyuan Wang, Zhiqiang Shi, Yujie Cui, Jing Chen and Yi Yang

Journal of Hazardous Materials, 2025, 499, 140173
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Visualization of critical metals in marine nodules by rapid and high-resolution LA-ICP-TOFMS mapping

Jinzhou Peng, Dengfeng Li, Pete Hollings, Yu Fu and Xiaoming Sun

Ore Geology Reviews, 2023, 154, 105342
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Exploring emerald global geochemical provenance through fingerprinting and machine learning methods

Raquel Alonso-Perez, James M.D. Day, D. Graham Pearson, Yan Luo, Manuel A. Palacios, Raju Sudhakar and Aaron Palke

Artificial Intelligence in Geosciences, 2024, 5, 100085
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Crystal chemistry and trace-element behaviour in tourmalines from Minas Gerais, Brazil

Florent Bomal, Frédéric Hatert, Simon Philippo, Maël Guennou, Martin Depret, Hao Wang, Pierre Lefèvre and Muriel Erambert

Eur. J. Mineral., 2025, 37, 709
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Analytical Proof of Origin for Raw Materials

Frank Melcher, Valentina Dietrich and Hans-Eike Gäbler

Minerals, 2021, 11, 461
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Determination of Geographic Origin of Turquoise by Combining Laser Ablation Inductively Coupled Plasma Mass Spectrometry Analysis and Chemometrics

Shuoyun Tong, Guodong Chen, Weikang Hu, Shiyang Pan, Dan Zhu, Shuang Liu, Li Lu, Shunchao Zhou and Wanfeng Zhou

Minerals, 2023, 13, 1338
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