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Data · dataset · 2026

SYNERGY+

Listed in IISH Dataverse and ODISSEI Portal — shown once because both records carry DOI 10.34894/ddcvcv

Description

SYNERGY+ is the successor of SYNERGY, a free and open dataset on study selection in systematic reviews. When using this dataset, please cite the accompanying preprint: van der Kuil, T., Westerbeek, E., de Bruin, J., Fang, Q., & van de Schoot, R. (2026). SYNERGY+: A Large-Scale, Curated Benchmark Dataset of Expert Screening Decisions for Systematic Reviews. arXiv preprint. arxiv.org/abs/XXXX.XXXXX The preprint contains a full description of what is in the dataset, an overview of steps taken, and the processes followed.

For a quick overview: this new version now covers 119 systematic reviews, bringing the total number of records to 494.203. In total 168.948 are classified as open-access by OpenAlex and used in the official benchmark. We have gathered, checked and thoroughly cleaned all the abstracts.

Read the rest (3 more)

Similar to SYNERGY, this dataset can be used in various fields and for several types of research. But with the addition of more and cleaner records, the options for answering more specific questions will increase. As with the earlier version of SYNERGY, the dataset contains a large number of variables for each record, provided by OpenAlex.

Additionaly, we have gathered and extracted information on each of the included reviews. This data can be found in reviews.csv, along with an explanation about the data in codebook.pdf. We thank the authors of all systematic reviews included for publishing their data, please see this page for a full overview.

The easiest way to get the SYNERGY+ dataset is via the synergy-dataset Python package. Please read this page for how to do that.

Links

Topics

Provenance · 2 source records, 30 field assertions
SourceKeyLast seenRaw
IISH Dataversedoi:10.34894/DDCVCV10 d agoJSON v1
ODISSEI Portaldoi:10.34894/DDCVCV6 d agoJSON v1
FieldAssertionExtractorEvidence
concepts[field].anzsrc:field:460208mapping · portal odissei nlvocabulary-mapper@1.0.0keywords['natural language processing']
concepts[field].anzsrc:field:460208mapping · datasets iisg amsterdamvocabulary-mapper@1.0.0keywords['natural language processing']
concepts[field].anzsrc:group:4611mapping · datasets iisg amsterdamvocabulary-mapper@1.0.0keywords['machine learning']
concepts[field].anzsrc:group:4611mapping · portal odissei nlvocabulary-mapper@1.0.0keywords['machine learning']
concepts[field].dataverse_subject:computer-and-information-sciencesource · portal odissei nlconnector:portal_odissei_nl@1.0.0/subjects
concepts[field].dataverse_subject:computer-and-information-sciencesource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/subjects
concepts[field].dataverse_subject:engineeringsource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/subjects
concepts[field].dataverse_subject:engineeringsource · portal odissei nlconnector:portal_odissei_nl@1.0.0/subjects
concepts[field].dataverse_subject:medicine-health-and-life-sciencessource · portal odissei nlconnector:portal_odissei_nl@1.0.0/subjects
concepts[field].dataverse_subject:medicine-health-and-life-sciencessource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/subjects
concepts[field].dataverse_subject:social-sciencessource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/subjects
concepts[field].dataverse_subject:social-sciencessource · portal odissei nlconnector:portal_odissei_nl@1.0.0/subjects
concepts[field].local:field:computer-science-aimapping · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/subjects
concepts[field].local:field:computer-science-aimapping · portal odissei nlconnector:portal_odissei_nl@1.0.0/subjects
concepts[field].local:field:engineeringmapping · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/subjects
concepts[field].local:field:engineeringmapping · portal odissei nlconnector:portal_odissei_nl@1.0.0/subjects
concepts[field].local:field:humanitiesmapping · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/subjects
concepts[field].local:field:humanitiesmapping · portal odissei nlconnector:portal_odissei_nl@1.0.0/subjects
concepts[field].local:field:life-sciencesmapping · portal odissei nlconnector:portal_odissei_nl@1.0.0/subjects
concepts[field].local:field:life-sciencesmapping · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/subjects
concepts[field].local:field:medicine-healthmapping · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/subjects
concepts[field].local:field:medicine-healthmapping · portal odissei nlconnector:portal_odissei_nl@1.0.0/subjects
concepts[field].local:field:social-sciencemapping · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/subjects
concepts[field].local:field:social-sciencemapping · portal odissei nlconnector:portal_odissei_nl@1.0.0/subjects
created_datesource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0
descriptionsource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/description
publication_datesource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0
titlesource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/name
updated_datesource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0
version_labelsource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0