arrow
Return

The missing data for intelligent scientific instruments

delete2025-12-31
delete0
PRE
AI
H
Henry Pinkard *
N
Nils Norlin *
DOI:10.1038/s41592-025-02995-7delete
deleteOriginal
deleteOriginal request for help
deleteShare
deleteSave
Abstract

Abstract

En 中文
Most scientific instruments currently discard rich streams of commands, data and metadata from which AI systems could learn to conduct experiments with expert-level decision-making and troubleshooting skills. Recording and using this data at scale requires rethinking what data to store, incentivizing large-scale cooperation, and determining how to quantify the reliability of such autonomous systems.
Keywords:
AI systems
scientific instruments
data recording
autonomous decision-making
reliability quantification

Journal

Nature Methods cover
Nature Methods
IF:
32.1
Papers:
7.2K
Citations:
12.7W

Organization

U
university of california
Scholars:
1.9W
Papers: 8.0K
Citations: 10
L
Lund University
Scholars:
2.8K
Papers: 1.2K
Citations: 5.1W
Cited Papers

Cited Papers

err
IF0
err
err0
errOAAI
err
errShare
errSave
MIFA: Metadata, Incentives, Formats and Accessibility guidelines to improve the reuse of AI datasets for bioimage analysis
err2025-11-01
err0
PREAI
errZulueta-Coarasa,Teresa; Jug,Florian; Mathur,Aastha; Moore,Josh; Muñoz-Barrutia,Arrate; Anita,Liviu; Babalola,Kolawole; Bankhead,Peter; Gilloteaux,Perrine; Gogoberidze,Nodar; Jones,Martin L.; Kleywegt,Gerard J.; Korir,Paul; Kreshuk,Anna; Küpcü Yoldaş,Aybüke; Marconato,Luca; Narayan,Kedar; Norlin,Nils; Oezdemir,Bugra; Riesterer,Jessica L.; Russell,Craig; Rzepka,Norman; Sarkans,Ugis; Serrano-Solano,Beatriz; Tischer,Christian; Uhlmann,Virginie; Ulman,Vladimír; Hartley,Matthew
errShare
errSave
Smart microscopes of the future
err2023-07-11
err9
errOAAI
errCarpenter, Anne E.; Cimini, Beth A.; Eliceiri, Kevin W.
errShare
errSave
Highly accurate protein structure prediction with AlphaFold
err2021-07-15
err0
errOAAI
errJohn Jumper; Richard Evans; Alexander Pritzel; Tim Green; Michael Figurnov; Olaf Ronneberger; Kathryn Tunyasuvunakool; Russ Bates; Augustin Žídek; Anna Potapenko; Alex Bridgland; Clemens Meyer; Simon A. A. Kohl; Andrew J. Ballard; Andrew Cowie; Bernardino Romera-Paredes; Stanislav Nikolov; Rishub Jain; Jonas Adler; Trevor Back; Stig Petersen; David Reiman; Ellen Clancy; Michal Zielinski; Martin Steinegger; Michalina Pacholska; Tamas Berghammer; Sebastian Bodenstein; David Silver; Oriol Vinyals; Andrew W. Senior; Koray Kavukcuoglu; Pushmeet Kohli; Demis Hassabis
errShare
errSave
Introduction to Information Retrieval
err
IF0
err2012-06-05
err0
errOAAI
errChristopher D. Manning; Prabhakar Raghavan; Hinrich Schütze
errShare
errSave
An autonomous laboratory for the accelerated synthesis of novel materials
err2023-11-29
err0
errOAAI
errNathan J. Szymanski; Bernardus Rendy; Yuxing Fei; Rishi E. Kumar; Tanjin He; David Milsted; Matthew J. McDermott; Max Gallant; Ekin Dogus Cubuk; Amil Merchant; Haegyeom Kim; Anubhav Jain; Christopher J. Bartel; Kristin Persson; Yan Zeng; Gerbrand Ceder
errShare
errSave
err
IF0
err
err0
PREAI
err
errShare
errSave
Multimodal AI agents for capturing and sharing laboratory practice
err
IF0
err
err0
PREAI
errSkowronek,Patricia; Nawalgaria,Anant; Mann,Matthias
errShare
errSave
Smart solutions for automated imaging
err2020-10-19
err11
errOAAI
errEisenstein, Michael
errShare
errSave
researcher View more