Extracting structured seed-mediated gold nanorod growth procedures from scientific text with LLMs

Journal Article · 04 December 2023 · Digital Discovery

DOI: https://doi.org/10.1039/D3DD00019B · OSTI ID:2007698

Walker, Nicholas  ^[1]; Lee, Sanghoon ^[2]; Dagdelen, John ^[2]; Cruse, Kevin ^[3]; Gleason, Samuel ^[4]; Dunn, Alexander  ^[2]; Ceder, Gerbrand ^[3]; Alivisatos, A. Paul ^[5]; Persson, Kristin A.  ^[6]; Jain, Anubhav ^[1]

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1. Energy Technologies Area, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA, USA
2. Energy Technologies Area, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA, USA, Department of Materials Science and Engineering, University of California Berkeley, 210 Hearst Memorial Mining Building, Berkeley, CA, USA
3. Materials Sciences Division, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA, USA, Department of Materials Science and Engineering, University of California Berkeley, 210 Hearst Memorial Mining Building, Berkeley, CA, USA
4. Energy Technologies Area, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA, USA, Department of Chemistry, University of California Berkeley, 419 Latimer Hall, Berkeley, CA, USA
5. Materials Sciences Division, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA, USA, Department of Materials Science and Engineering, University of California Berkeley, 210 Hearst Memorial Mining Building, Berkeley, CA, USA, Department of Chemistry, University of California Berkeley, 419 Latimer Hall, Berkeley, CA, USA, Kavli Energy NanoScience Institute, University of California Berkeley, 101C Campbell Hall, Berkeley, CA, USA
6. Molecular Foundry, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA, USA, Department of Materials Science and Engineering, University of California Berkeley, 210 Hearst Memorial Mining Building, Berkeley, CA, USA, Kavli Energy NanoScience Institute, University of California Berkeley, 101C Campbell Hall, Berkeley, CA, USA

The synthesis of gold nanorods remains largely heuristically understood. Large language models provide a route for extracting their structured synthesis procedures from scientific articles to accelerate investigation into synthesis pathways.

• Sponsoring Organization: USDOE
• Grant/Contract Number: AC02-05CH11231 (D2S2 program KCD2S2)
• OSTI ID: 2007698
• Journal Information: Digital Discovery, Journal Name: Digital Discovery Vol. 2 Journal Issue: 6; ISSN 2635-098X
• Publisher: Royal Society of Chemistry (RSC)Copyright Statement
• Country of Publication: United Kingdom
• Language: English