NexusGraph: NLP Innovation for Scientific Methodology Replication

Biomedical research emphasizes the reproducibility of scientific research by independent researchers, as the results have direct effects on human health. The increasing complexity of modern research, along with inadequate documentation, equipment and resource limitations, and environmental variability, has contributed to a “reproducibility crisis”. NexusGraph offers an advanced Natural Language Processing (NLP) solution to this crisis. It synthesizes a comprehensive, accessible inventory of reagents, equipment, and other materials to allow for standardization to replicate studies. Furthermore, NexusGraph extracts additional elements, including author and material suppliers, along with synthesizing instructional guidance to increase reproducibility.

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Publication Details

Journal
ConductScience Proceedings
Published
2024-10-04
DOI
https://doi.org/10.55157/conductscience-proceedings.2024.1.37
Primary Topic
Semantic Web and Ontologies
Type
article
Field-Weighted Citation Impact
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article

NexusGraph: NLP Innovation for Scientific Methodology Replication

Norawit Kijpaisalratana, Jeffrey Yuan, Abdelrahman Mohamed, Abdul Badih El Ariss et al.
1 links
ConductScience Proceedings
Semantic Web and Ontologies
article

NexusGraph: NLP Innovation for Scientific Methodology Replication

Norawit Kijpaisalratana, Jeffrey Yuan, Abdelrahman Mohamed, Abdul Badih El Ariss, Louise Corscadden
article en

Abstract

Biomedical research emphasizes the reproducibility of scientific research by independent researchers, as the results have direct effects on human health. The increasing complexity of modern research, along with inadequate documentation, equipment and resource limitations, and environmental variability, has contributed to a “reproducibility crisis”. NexusGraph offers an advanced Natural Language Processing (NLP) solution to this crisis. It synthesizes a comprehensive, accessible inventory of reagents, equipment, and other materials to allow for standardization to replicate studies. Furthermore, NexusGraph extracts additional elements, including author and material suppliers, along with synthesizing instructional guidance to increase reproducibility.

ConductScience ProceedingsVol. 1(1)
Zagazig University (EG), Massachusetts General Hospital (US), Northwestern University (PH)
Industry, innovation and infrastructure
Openalex Percentile: Top 81%
Semantic Web and Ontologies
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