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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao ZENODOarrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
ZENODO
Dataset . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2026
Data sources: Datacite
ZENODO
Dataset . 2026
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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Positivity is All You Need (PAYN) datasets

Authors: Boser, Florian; Spies, Jan Christopher; Glorius, Frank;

Positivity is All You Need (PAYN) datasets

Abstract

This archive contains the datasets and experimental results associated with the publication "Yield Prediction of Organic Reactions in Biased Datasets via Positive-Unlabeled Learning". It provides both the original literature datasets used for benchmarking and the augmented datasets containing "Reliable Negatives" identified by the PAYN framework. Aditionally, this archive contains:- Regression models predictions for Positive only, PAYN augmented and Fully labeled datasets- Average Tanimoto similarities of Spies, Latent Positives and Unlabeled Negatives to the nearest neighbor in the Known Positives set- Wilcoxon test on paired results using the scipy library and random seeds: a) 42, b) 43, c) 44, d) 45, e) 46- Fully labeled models trained on a subset of the training data to match the size of corresponding Augmented or Positives only datasets (Result files containing MAEs, Result_sizes containing actual size of datasets) These files are intended to be used and were generatd with the PAYN software repository:https://github.com/GloriusGroup/PAYN

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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!
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