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ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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Code and Data for the Publication: "Solvation free energies of anions: from curated reference data to predictive models"

Authors: Nevolianis, Thomas; Zheng, Jonathan W.; Müller, Simon; Baumann, Matthias; Tshepelevitsh, Sofja; Kaljurand, Ivari; Leito, Ivo; +3 Authors

Code and Data for the Publication: "Solvation free energies of anions: from curated reference data to predictive models"

Abstract

This compilation includes 8241 experimental pKa values across 8 solvents, 5536 computed gas-phase acidities, 6090 solvation energies of anions and 6088 solvation energies of neutral compounds computed using COSMO-RS. All citations should refer to the manuscript: Nevolianis, T., Zheng, J.W., Müller, S., Baumann, M., Tshepelevitsh, S., Kaljurand, I., Leito, I., Smirnova, I., Green, W.H., Leonhard, K. Solvation free energies of anions: from curated reference data to predictive models. Submitted in 2025. Until the publication is available, citations to the ChemRxiv preprint are also acceptable: Nevolianis, T., Zheng, J.W., Müller, S., Baumann, M., Tshepelevitsh, S., Kaljurand, I., Leito, I., Smirnova, I., Green, W.H., Leonhard, K. Solvation free energies of anions: from curated reference data to predictive models. ChemRxiv. 2025; doi:10.26434/chemrxiv-2025-8bj2t-v2 Note: To load the models for solvation & pKa using the Chemprop Python API, you will need to instantiate the MPNNs as MulticomponentMPNNs. From there, we advise following the documentation (https://chemprop.readthedocs.io/en/latest/predicting_regression_reaction.html). 

Version V2a: includes references for pKa data Version V2: split models into separate directories, updated test splits to remove erroneously repeated species (stereoisomers) Version V1a: fixed broken models file Version V1: initial upload

Keywords

chemprop, solvation free energy, pka, gas-phase acidity, solvation, anions, acidity, gas phase acidity

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average