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Data · dataset · 2023

SYNERGY - Open machine learning dataset on study selection in systematic reviews

Listed in IISH Dataverse and ODISSEI Portal — shown once because both records carry DOI 10.34894/he6naq

SYNERGY is a free and open dataset on study selection in systematic reviews, comprising 169,288 academic works from 26 systematic reviews.

Description

Only 2,834 (1.67%) of the academic works in the binary classified dataset are included in the systematic reviews. This makes the SYNERGY dataset a unique dataset for the development of information retrieval algorithms, especially for sparse labels.

Due to the many available variables available per record (i.e. titles, abstracts, authors, references, topics), this dataset is useful for researchers in NLP, machine learning, network analysis, and more. In total, the dataset contains 82,668,134 trainable data points. The easiest way to get the SYNERGY dataset is via the synergy-dataset Python package.

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See github.com/asreview/synergy-dataset for all information.

Links

Where it is published

Catalogue records · 2

Topics

Stated by source
Computer and Information Science · Computer and Information Science · Engineering · Engineering · Medicine, Health and Life Sciences · Medicine, Health and Life Sciences · Social Sciences · Social Sciences
From keywords
Computer Science & AI · Computer Science & AI · Engineering · Engineering · Humanities · Humanities · Life Sciences · Life Sciences · Machine learning · Machine learning · Medicine & Health · Medicine & Health · Natural language processing · Natural language processing · Social Science · Social Science
Provenance · 2 source records, 30 field assertions
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IISH Dataversedoi:10.34894/HE6NAQ13 d agoJSON v1
ODISSEI Portaldoi:10.34894/HE6NAQ9 d agoJSON v1
FieldAssertionExtractorEvidence
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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']
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concepts[field].dataverse_subject:engineeringsource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/subjects
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concepts[field].local:field:computer-science-aimapping · portal odissei nlconnector:portal_odissei_nl@1.0.0/subjects
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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
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concepts[field].local:field:medicine-healthmapping · portal odissei nlconnector:portal_odissei_nl@1.0.0/subjects
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concepts[field].local:field:social-sciencemapping · portal odissei nlconnector:portal_odissei_nl@1.0.0/subjects
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