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
FAQs
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.