Evidence map›Paper›PMID 41884413›Full record

ArticleACS catalysis2026

Transforming Adsorption-Energy Linear Correlations via Rescaling and Segmentation.

Nerea Azcona-Aliende, Paramaconi Rodriguez, Federico Calle-Vallejo

Abstract read
In one paragraph

Article in ACS catalysis, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Nerea Azcona-AliendeCenter of Cooperative Research on Alternative Energies (CIC energiGUNE), Basque Research and Technology Alliance, Alava Technology Park, 01510 Vitoria-Gasteiz, Spain.
Paramaconi RodriguezCenter of Cooperative Research on Alternative Energies (CIC energiGUNE), Basque Research and Technology Alliance, Alava Technology Park, 01510 Vitoria-Gasteiz, Spain.ORCID https://orcid.org/0000-0002-1517-0964
Federico Calle-VallejoNano-Bio Spectroscopy Group and European Theoretical Spectroscopy Facility (ETSF), Department of Advanced Materials and Polymers: Physics, Chemistry and Technology, University of the Basque Country UPV/EHU, Avenida Tolosa 72, 20018 San Sebastián, Spain.ORCID https://orcid.org/0000-0001-5147-8635

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Scaling relations between the adsorbed intermediates of the oxygen evolution reaction (OER) affect the efficiency of electrocatalysts. Recent efforts have been devoted to finding individual departures from scaling relations by numerous strategies. Beyond seeking particular deviations, are there any means of transforming an entire scaling relation? Here we show that the statistical nature of scaling relations is key to their harnessing. Employing a materials data set and a collection of high-throughput optimization techniques known as delta-epsilon optimization, we show the transformation of adsorption-energy correlations via rescaling and segmentation. Rescaling is a visible change in the slope and intercept of a linear relation, whereas segmentation creates two lines, one with a negative slope and another with a positive slope, the hinge point being the ideal catalyst. We illustrate these two phenomena for the scaling relations between *O, *OH, and *OOH and discuss the implications for OER electrocatalysis.

Indexed as

adsorption-energy scaling relationshigh-throughput catalyst optimizationoxygen evolution reactionrescalingsegmentation

Identifiers

PMID41884413
PMCPMC13010250

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.