PADI-web
PADI-web monitors online news sources to detect and extract animal disease information for biosurveillance of emerging infectious diseases in animals.
Key Features:
- Fully automated pipeline: A continuous automated pipeline processes incoming news articles without manual intervention.
- Machine-learning methods: Advanced machine-learning algorithms are employed for data processing and classification.
- Fine-grained classification system: A classification module assigns detailed categories to extracted information to improve specificity.
- Automatic term and named entity extraction: Text-mining techniques extract epidemiological terms and named entities from news content.
- Semantic resources for indexing keywords: Semantic resources are used to index and organize keywords for retrieval.
- Configurable notification system: An automated alerting mechanism generates configurable notifications based on detection criteria.
- Multilingual processing: The system processes news in multiple languages to broaden geographic and linguistic coverage.
- Corpus of news articles: The platform's database contains over 380,000 news articles for analysis.
- Integration with ESA Platform: PADI-web is integrated within the French Platform for Animal Health Surveillance (ESA Platform).
Scientific Applications:
- Animal disease surveillance: Detection and monitoring of emerging infectious diseases in animal populations using online news sources.
- Epidemiological information extraction: Extraction of disease-related terms and named entities to support epidemiological analysis.
- Keyword indexing and retrieval: Semantic indexing of keywords to enable organized retrieval of relevant disease reports.
- Multilingual biosurveillance: Surveillance across multiple languages to support regional and international monitoring.
- Integration into surveillance networks: Provision of processed signals for incorporation into national or platform-level surveillance systems such as ESA.
Methodology:
Automated processing of online news using a fully automated pipeline that applies machine-learning methods, text-mining techniques, fine-grained classification, named entity extraction, semantic resources for keyword indexing, and multilingual processing on a corpus of over 380,000 news articles.
Topics
Details
- Cost:
- Free of charge
- Tool Type:
- web application
- Operating Systems:
- Mac, Linux, Windows
- Added:
- 5/19/2022
- Last Updated:
- 5/19/2022
Operations
Publications
Valentin S, Arsevska E, Rabatel J, Falala S, Mercier A, Lancelot R, Roche M. PADI-web 3.0: A new framework for extracting and disseminating fine-grained information from the news for animal disease surveillance. One Health. 2021;13:100357. doi:10.1016/j.onehlt.2021.100357. PMID:34950760. PMCID:PMC8671119.