covid19_preprints
This repository contains code used to extract details of preprints related to COVID-19 and visualize their distribution over time. Work by Nicholas Fraser and Bianca Kramer.
Preprint data is currently updated on a weekly schedule - details of these releases can be found in data/metadata.json
, where release_date
refers to the date on which data was collected, and sample_date
the cut-off point for preprints to be included based on their posting date.
Note that this dataset is not exhaustive, but aims to collate information from some of the main sources of preprint metadata.
The process for collecting preprint metadata is documented fully here. In general terms, preprint metadata are harvested from four main sources:
-
Crossref (using the rcrossref package). All records with the
type
field defined asposted-content
are harvested, as well as records from SSRN (where thetype
field is instead defined asjournal-article
). Preprint records are then matched to known preprint repositories based oninstitution
,publisher
andgroup-title
metadata fields. -
DataCite (using the rdatacite package). All records with the
resourceType
field defined asPreprint
are harvested. Preprint records are matched to known preprint repositories based onclient
fields. -
arXiv (using the aRxiv package). Records are harvested by searching directly for COVID-19 related keywords in titles or abstracts using the built-in search functionality of the arXiv API.
-
RePEc (using the oai package)). All record types are initally harvested, and subsequently filtered for those with the
Type
field defined aspreprint
.
For all sources, preprints are classified as being related to
COVID-19 on the basis of keyword matches in their titles or abstracts
(where available). The search string is defined as: coronavirus OR covid-19 OR sars-cov OR ncov-2019 OR 2019-ncov OR hcov-19 OR sars-2
.
In some cases, multiple preprint metadata records are registered for a single preprint (e.g. ChemRxiv registers a new Crossref record for each new version of a preprint). In these cases, only the earliest posted version is included in this dataset. Additionally, some preprints are deposited to multiple preprint repositories - in these cases all preprint records are included.