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PathoFact 2.0 Datasets

Authors: Delgado, Luis Fernando; Ortís Sunyer, Júlia;

PathoFact 2.0 Datasets

Abstract

The PathoFact2_datasets.tar.gz archive contains datasets used for training, validation, and benchmarking of PathoFact 2.0. The dataset is organised into the following folders: 1. BenchMarking/ Contains test datasets used to benchmark the performance of PathoFact 2.0 against other prediction tools. Toxin_module/ 1000_TEST_non-toxin_ToxinPred2BenchMarking.faa Non-toxin test dataset used when benchmarking PathoFact 2.0 against ToxinPred2. 1000_TEST_toxin_ToxinPred2BenchMarking.faa Toxin test dataset used when benchmarking PathoFact 2.0 against ToxinPred2. VF_module/ VF_Test_dataset_VirulentHunterBenchmarking.faa Virulence factor test dataset used when benchmarking PathoFact 2.0 against VirulentHunter. non-VF_Test_dataset_VirulentHunterBenchmarking.faa Non-virulence-factor test dataset used for benchmarking PathoFact 2.0 against VirulentHunter. 2. Toxin_module/ Contains datasets used for training and validating the PathoFact 2.0 Toxin prediction module. Toxin-related.faa non-toxin.faa splits/ — datasets divided into 80% training and 20% test sets: TRAIN_Positive_TOX.faa TRAIN_Negative_TOX.faa Test_Positive_TOX.faa Test_Negative_TOX.faa 3. VF_module/ Contains datasets used for training and validating the PathoFact 2.0 Virulence Factor prediction module. VF_dataset.faa non-VF.faa splits/ — datasets divided into 80% training and 20% test sets: TRAIN_Positive_VF.faa TRAIN_Negative_VF.faa Test_Positive_VF.faa Test_Negative_VF.faa The DOME-ML_PathoFact2.json is the DOME, the community standard for transparent machine learning json file created for PathoFact 2.0. 

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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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