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Digital Discovery

A journal for new thinking on machine learning, robotics and AI.

Editor-in-Chief: Alán Aspuru-Guzik

Open Access: Gold

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Digital Discovery is an open access journal that publishes both theoretical and experimental research at the intersection of chemistry, materials science and biotechnology. We focus on the development and application of machine learning, AI and automation tools to unravel scientific problems, and we put data first to ensure reproducibility and faster progress for everyone. Chemists, biologists, engineers, physicists – if your work is driving digital transformation, you are home.

ISSN: 2635-098X

Indexed in: Web of Science: Emerging Sources Citation Index, Scopus, Directory of Open Access Journals (DOAJ)

Journal Impact factor

5.6 (2024)

First decision time (all)

37 days

First decision time (peer reviewed)

45 days

Scope

Digital Discovery welcomes both experimental and computational work on all topics related to the acceleration of discovery such as screening, robotics, databases and advanced data analytics, broadly defined, but anchored in chemistry.

The journal publishes research related to chemical, materials, biochemical, biomedical, or biophysical sciences and specific topics include:

Artificial intelligence and other high throughput computational methodologies for molecular, materials and formulation design:

  • Computer-assisted retrosynthesis
  • Generative models for scientific design
  • Machine learning classification and regression models
  • Quantum algorithms for quantum simulation and data science as applied to molecular and materials discovery
  • Modern molecular, materials, and biological representations
  • Molecular, Materials and Chemo- and Bio-informatics
  • Methods for Bayesian optimization and design of experiments
  • Advances and applications of interpretable models
  • Image recognition
  • Natural language processing
  • Literature mining tools

Advanced data workflows:

  • Databases
  • Data provenance tools
  • Computational workflow engines
  • Experimental control software
  • Ontologies for science
  • Advances in robotics for science

Novel experimental automation:

  • New robotic setups
  • New automated sensors and analytical workflows
  • Novel synthetic methodologies and workflows that enable higher throughput
  • High-throughput computational science
  • Studies where large families of electronic structure or molecular simulations are analyzed for use in experimental and automated applications

Papers at the interface of chemistry and other sciences that involve the following topics:

  • Directed or accelerated evolution
  • DNA Encoded Library Technology or novel chemical library technologies
  • Cryptochemistry
  • Blockchain-enabled science

Papers that will not be considered are in the areas of low-throughput structural or mechanistic studies using computational chemistry, QM/MM studies of biochemical mechanisms at low throughput, traditional analysis of molecular dynamics trajectory simulations to understand biological conformations, reports or comparisons of electronic structure methods that do not involve machine learning, interpretations of chemical bonding models, and quantum dynamics and spectroscopy simulations at low throughput.

 The "digital transformation" of the chemical industry is a huge driver for the twenty-first century and we want this journal to be the premier venue for papers related to this topic.

Alán Aspuru-Guzik, Editor-in-Chief


Information for authors

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Meet the team

Alán Aspuru-Guzik

Alán Aspuru-Guzik

Editor in Chief

University of Toronto

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Matthias Degroote

Matthias Degroote

Associate Editor

Boehringer Ingelheim

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Cesar de la Fuente

Cesar de la Fuente

Associate Editor

University of Pennsylvania

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Jason E Hein

Jason E Hein

Associate Editor

University of British Columbia

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Kedar Hippalgaonkar

Kedar Hippalgaonkar

Associate Editor

Nanyang Technological University

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Xin Hong professional headshot in suit and tie

Xin Hong

Associate Editor

Zhejiang University

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Linda Hung

Linda Hung

Associate Editor

Toyota Research Institute

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Joshua Schrier

Joshua Schrier

Associate Editor

Fordham University

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Yousung Jung

Yousung Jung

Editorial board member

Seoul National University

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Anat Milo

Anat Milo

Editorial board member

Ben-Gurion University of the Negev

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Lilo D. Pozzo

Lilo D. Pozzo

Editorial board member

University of Washington

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Ekaterina Skorb

Ekaterina Skorb

Editorial board member

ITMO University

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Matteo Aldeghi

Bayer Research and Innovation Centre

Juan Alegre

CSIC

Jehad Abed

Meta

Silvana Botti

Ruhr-Universität Bochum

Jan Gerit Brandenburg

Merck KGaA Darmstadt

Brigit Braun

Dow Chemical Company

Pablo Carbonell

Polytechnic University of Valencia (UPV

Cecilia Clementi

Freie Universität Berlin

Conor Coley

Massachusetts Institute of Technology (MIT)

Arnaud Demortière

Centre National de la Recherche Scientifique (CNRS

Abigail Doyle

University of California Los Angeles

Ola Engkvist

AstraZeneca and Chalmers University of Technology

Ian Foster

University of Chicago

Jan Jensen

University of Copenhagen

Heather Kulik

Massachusetts Institute of Technology (MIT)

Shuye Ping Ong

University of California San Diego

Marwin Segler

Microsoft

Kenichi Shimmei

Sekisui Chemical Co.

Berend Smit

EPFL

Seiji Takeda

IBM Research

Isao Tanaka

Kyoto University

Alexandre Tkatchenko

University of Luxembourg

Koji Tsuda

The University of Tokyo

Zhenpeng Yao

Shanghai Jiao Tong University

Anna Rulka

Executive Editor

Audra Taylor

Deputy Editor

Viktoria Titmus

Editorial Production Manager

Angelica-Jane Onyekwere

Assistant Editor

Zareena Saleem

Assistant Editor

Michael Whitelaw

Assistant Editor

Alexander Whiteside

Assistant Editor

Samantha Campos

Editorial Assistant

Jasmin AP

Publishing Assistant

Neil Hammond

Publisher

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