Cited by 528Catalytic Processes in Materials ScienceElectrocatalysts for Energy ConversionMachine Learning in Materials Science

Strategies to break linear scaling relationships

Open access
Pérez-Ramírez, Javier, López, Núria·2019·Nature Catalysis

Integrity signals

Registry

Crossref · 10.1038/s41929-019-0376-6

Cites

1 of 1 references verified0 citation errors · 0 not checkable

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Authors
Pérez-Ramírez, J., & López, N.
Affiliations
Institut Català d'Investigació Química (ES)
Corresponding author
López, Núria
Venue
Nature Catalysis
Published
2019-10-28
Volume
2
Issue
11
Pages
971-976
ISSN
2520-1158 (ISSN-L)
OpenAlex
W2982215879
Cited by
528
References
1
Citations by year
2026: 65 · 2025: 104 · 2024: 95 · 2023: 78 · 2022: 72 · 2021: 68 · 2020: 46
FWCI
16.79
Type
journal article
Language
en
Open access
Locations
  • Nature Catalysis (publishedVersion)
  • Repository for Publications and Research Data (ETH Zurich) (publishedVersion, other-oa)
  • RECERCAT (Consorci de Serveis Universitaris de Catalunya) (acceptedVersion, cc-by-nc-nd)
  • LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas) (submittedVersion, cc-by-nc-nd)
  • ETH Zürich Research Collection
Topics
  • Physical Sciences › Materials Science › Materials Chemistry › Catalytic Processes in Materials Science
  • Physical Sciences › Energy › Renewable Energy, Sustainability and the Environment › Electrocatalysts for Energy Conversion
  • Physical Sciences › Materials Science › Materials Chemistry › Machine Learning in Materials Science
Keywords
linear scaling relationship, volcano plot, reaction intermediates, adsorption energy, catalyst design, reaction networks, kinetic model, density functional theory, heterogeneous catalysis

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

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