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ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
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A multi-species benchmark for training and validating large scale mass spectrometry proteomics machine learning models

Authors: William, Noble;

A multi-species benchmark for training and validating large scale mass spectrometry proteomics machine learning models

Abstract

This is a de novo sequencing benchmark dataset derived from ninepublicly available mass spectrometry datasets. There are two versionsof the benchmark: main and balanced. The balanced version randomlyeliminates some spectra associated with some species in order tocreate a smaller, more evenly balanced dataset. Also provided are twozip files containing the raw data as well as intermediate results.Details about how the benchmark was created are provided in anassociated zenodo release, which contains the source code as well as amanuscript describing the benchmark. This release fixes a bug that incorrectly detected shared peptides between different species. It also includes the annotated spectra in mzSpecLib format.

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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!
1
Average
Average
Average