Media type: E-Article Title: Interpretable models for extrapolation in scientific machine learning Contributor: Muckley, Eric S.; Saal, James E.; Meredig, Bryce; Roper, Christopher S.; Martin, John H. imprint: Royal Society of Chemistry (RSC), 2023 Published in: Digital Discovery Language: English DOI: 10.1039/d3dd00082f ISSN: 2635-098X Origination: Footnote: Description: <jats:p>On average, simple linear models perform equivalently to black box machine learning models on extrapolation tasks.</jats:p> Access State: Open Access