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The carbon cost of materials discovery: Can machine learning really accelerate the discovery of new photovoltaics?

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Title: The carbon cost of materials discovery: Can machine learning really accelerate the discovery of new photovoltaics?
Authors: Walker M; Department of Chemistry, University College London, 20 Gordon Street, London WC1H 0AJ, UK. matthew.walker.21@ucl.ac.uk., Butler KT; Department of Chemistry, University College London, 20 Gordon Street, London WC1H 0AJ, UK. matthew.walker.21@ucl.ac.uk.
Source: Materials horizons [Mater Horiz] 2026 Feb 23; Vol. 13 (4), pp. 1993-2004. Date of Electronic Publication: 2026 Feb 23.
Publication Type: Journal Article
Journal Info: Publisher: Royal Society of Chemistry Country of Publication: England NLM ID: 101623537 Publication Model: Electronic Cited Medium: Internet ISSN: 2051-6355 (Electronic) Linking ISSN: 20516347 NLM ISO Abbreviation: Mater Horiz Subsets: MEDLINE; PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Walker+M%22">Walker M</searchLink>; Department of Chemistry, University College London, 20 Gordon Street, London WC1H 0AJ, UK. matthew.walker.21@ucl.ac.uk.<br /><searchLink fieldCode="AU" term="%22Butler+KT%22">Butler KT</searchLink>; Department of Chemistry, University College London, 20 Gordon Street, London WC1H 0AJ, UK. matthew.walker.21@ucl.ac.uk.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Royal+Society+of+Chemistry%22">Royal Society of Chemistry </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101623537 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2051-6355 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220516347%22">20516347 </searchLink><i>NLM ISO Abbreviation: </i>Mater Horiz <i>Subsets: </i>MEDLINE; PubMed not MEDLINE
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        StartPage: 1993
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      – TitleFull: The carbon cost of materials discovery: Can machine learning really accelerate the discovery of new photovoltaics?
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              Text: 2026 Feb 23
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