IMO HEALTH's NLP DEVELOPMENT TOOLKIT
Rely on an efficient NLP platform for accurate clinical information recognition, automatic end coding, and extraction
In addition to powering AI capabilities in IMO Health solutions, we offer direct access to IMO Clinical AI technology for data scientists and NLP developers. Our NLP development toolkit provides efficient annotation, model training, pipeline development, and deployment tools with flexible integrations. We also offer an extensive library of pre-built pipelines.
DEVELOPMENT AND CUSTOMIZATION
AI-assisted annotation
Model training
(Deep learning)
Pipeline building
(Model + rules)
Pre-built pipeline library
INTEGRATION
Local vs. cloud deployment
(AWS, Azure, GCP)
Software as a service
Diverse IO formats
(FHIR, CDM)
AI-assisted annotation
AI team-based approach for text annotation, including annotation for named entity recognition and relation extraction.
- Team collaboration
- AI-assisted pre-annotation
- Quality assurance
- Intelligent suggestions
- Annotation efficiency
- Supported by IMO Clinical AI for LLM-generated annotation
Pipeline development
Advanced AI-based environment for model training and pipeline development with a top-ranked, deep learning and rule development environment to engineer clinical NLP models and accurately identify and encode clinical information.
- Hybrid approach blends the stability and efficiency of supervised machine learning and the advanced capabilities of LLMs
- No-code, drag-and-drop pipeline building
- Seamless connection to IMO Health clinical terminology for high-fidelity concept mapping
- Component customization
NLP pipeline and model library
Award-winning domain-specific algorithms for clinical NLP with an extensive NLP pipeline library including more than 50 modules.
- Pre-processing
- Named entity recognition (NER)
- Relation extraction
- Concept mapping to IMO Health lexicals and standard code sets
Model review
Incorporates human-in-the-loop workflow for validation of model accuracy and correction of machine predictions.
- Intuitive UI for improved review-efficiency
- Automated accuracy metrics calculation
Flexible integration, deployment, and scalability
Incorporates human-in-the-loop workflow for validation of model accuracy and correction of machine predictions.
- SaaS offering
- On-premise deployment
- One-click containerization of developed NLP pipelines for scalability
Security
IMO Health’s NLP development toolkit is HIPAA, SOC2, and AWS compliant.
No-code, drag-and-drop pipeline building
