CORA: Understand PubMed Citation Contexts

CORA: Understand PubMed Citation Contexts

Enhances understanding of PubMed article citation contexts and helps discover related news and funding opportunities.

About CORA: Understand PubMed Citation Contexts

This browser extension provides insights into how PubMed articles are cited by employing a deep learning model trained on over 100 million citation contexts from Semanticscholar.org (S2ORC). It classifies citation types and offers quick access to related EurekAlert! science news and NSF or NIH funding opportunities, enriching research understanding and discovery.

How to Use

Install the extension in Chrome. When viewing a PubMed article, it automatically analyzes citation contexts and provides links to related science news and grant information for easy access.

Features

Identify related NSF and NIH research grants
Access EurekAlert! science news releases linked to citations
Classify citation contexts with advanced deep learning algorithms

Use Cases

Grant writers can identify relevant funding opportunities efficiently
Researchers gain insights into how their work or others' is cited
Students explore the influence and impact of scientific articles

Best For

Academic researchersResearch scientistsGrant professionalsGraduate studentsResearch institutions

Pros

Combines citation classification with related news and funding search features
Provides meaningful context to understand article impact
Leverages large datasets and deep learning for precise citation analysis

Cons

Citation classification accuracy depends on the model's training quality
Limited to PubMed articles only
Relies on S2ORC data, which may have inherent biases

Frequently Asked Questions

Find answers to common questions about CORA: Understand PubMed Citation Contexts

What sources does the extension use for citation data?
It utilizes citation data from Semanticscholar.org, specifically the S2ORC dataset developed by Allen AI.
How does the extension categorize citation types?
It employs a deep learning model trained on S2ORC to automatically classify citation contexts into different categories.
Where does the extension find related science news and funding info?
It searches EurekAlert! science news releases and NSF or NIH grant databases for relevant information.
Is the extension compatible with all PubMed articles?
Yes, it works with PubMed articles where citation data is available and integrated from S2ORC.
Does the extension require any special setup?
No, simply install it in Chrome and it activates automatically when viewing PubMed articles.