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  • Machine learning methods relying on synthetic data are starting to be used in mathematics and theoretical physics. Michael R. Douglas discusses recent advances and ponders on the impact these methods will have in science.

    • Michael R. Douglas
  • Although participating in outreach activities has many benefits for early-career researchers, outreach programmes are not always structured in a way that helps them participate. Three physicists explain why this motivated them to start a spin-off company dedicated to outreach.

    • P. Riccardi
    • F. Valentini
    • V. Carbone
  • Integrated approaches with advanced machine learning techniques are becoming necessary to take full advantage of the advanced experimental capabilities of next-generation synchrotrons. Yijin Liu and colleagues discuss the emergence of synergistic machine-and-data intelligence in synchrotron technology, and how it may accelerate scientific discovery.

    • Jizhou Li
    • Xiaobiao Huang
    • Yijin Liu
  • The Indian space science program dates back to the 1960s, but has hit the headlines in the 21st century after successful missions to the Moon and Mars. Scientists from the Indian Space Research Organisation (ISRO) reflect on the past successes and share their plans for the future.

    • Tirtha Pratim Das
    • Mohammad Hasan
    • T. Maria Antonita
  • Since the launch of arXiv 30 years ago, modes of information spread in society have changed dramatically — and not always for the better. Paul Ginsparg, who founded arXiv, discusses how academic experience with online preprints can still inform information sharing more generally.

    • Paul Ginsparg
  • Anecdotal but elusive reports suggest that hot water quenched in a cold container can sometimes begin to freeze sooner than warm water under similar initial conditions. John Bechhoefer and colleagues discuss recent experiments that show how this ‘Mpemba effect’ can be reliably reproduced and quantitatively understood.

    • John Bechhoefer
    • Avinash Kumar
    • Raphaël Chétrite
  • Large-scale projects have become increasingly important in physics. They are also a source of greenhouse gas emissions. Clarisse Aujoux, Odile Blanchard and Kumiko Kotera describe how to use transparent, open data to estimate these emissions — the first step in taking effective action to reduce them.

    • Clarisse Aujoux
    • Odile Blanchard
    • Kumiko Kotera
  • For almost 50 years the HITRAN molecular spectroscopic database has been the standard archive for transmission and radiance calculations. Laurence Rothman reviews its history and some applications.

    • Laurence S. Rothman
  • In every breath, humans take in particles that may be deposited on the respiratory tract and exhale particles that may contain pathogens. Lidia Morawska and Giorgio Buonanno explain how physics advances are needed to understand these processes.

    • Lidia Morawska
    • Giorgio Buonanno
  • If graphene and related 2D materials are to be used commercially, buyers need to have confidence in the measured properties of the material they obtain from suppliers. Scientists from international standards committees describe how the first joint ISO/IEC measurement standard, published this month, will help.

    • Charles A. Clifford
    • Erlon H. Martins Ferreira
    • Andrew J. Pollard
  • Nuclear physics experiments give reaction rates that, via modelling and comparison with primordial abundances, constrain cosmological parameters. The error bars of a key reaction, D(p,γ)3He, were tightened in 2020, revealing discrepancies between different analyses and calling for more accurate measurements of other reactions.

    • Cyril Pitrou
    • Alain Coc
    • Elisabeth Vangioni
  • Advanced metallic alloys can benefit from clusters of dopant atoms and intermetallic particles to improve their performance. Suhas Eswarappa Prameela, Peng Yi, Michael Falk and Tim Weihs discuss how atomic-scale defects can be used to form these clusters and particles.

    • Suhas Eswarappa Prameela
    • Peng Yi
    • Timothy P. Weihs
  • As the construction of the Electron–Ion Collider (EIC) is starting, the EIC Project Director Jim Yeck shares his experience on the main ingredients for success of big science projects.

    • Jim Yeck
  • Faced with an economic crisis as large and rapid as that precipitated by the COVID-19 pandemic, economists have turned to new ‘fast indicators’ based on big data, as Andy Haldane and Shiv Chowla of the Bank of England explain.

    • Andy Haldane
    • Shiv Chowla
  • János Kertész and Johannes Wachs discuss how complexity science and network science are particularly useful for identifying and describing the hidden traces of economic misbehaviour such as fraud and corruption.

    • János Kertész
    • Johannes Wachs
  • Caterina La Porta and Stefano Zapperi discuss how a suitable identification of the control and order parameters can shed light on the nature of phase transitions in cell migration.

    • Caterina A. M. La Porta
    • Stefano Zapperi
  • Mansi M. Kasliwal discusses the Global Relay of Observatories Watching Transients Happen (GROWTH) collaboration and shares her enthusiasm about the future of multi-messenger astrophysics.

    • Mansi M. Kasliwal
  • Alec Habig and Kate Scholberg describe the Supernova Early Warning System (SNEWS), an international network of neutrino detectors aimed to alert the astronomical community if supernova neutrinos are detected.

    • Alec Habig
    • Kate Scholberg