About Oncology Breakthrough Aggregator

Revolutionizing cancer treatment discovery through AI-powered personalized medicine

Platform Development Status

This page describes our planned platform capabilities. The AI models, medical record analysis, and real-time data aggregation features described below are currently under development and not yet integrated into this UI demonstration.

Current status: User interface and frontend architecture completed. Backend AI/ML integration in progress.

Our Mission

To create an AI-powered platform that analyzes patient medical records and provides personalized discovery of the latest oncology breakthroughs and treatment options from global research databases, establishing a subscription-based information aggregator that delivers real-time treatment insights with detailed profiles including clinical trial stages, costs, availability, and personalized risk assessments.

AI-Powered Analysis

Our advanced AI system processes medical records, pathology reports, and patient-described symptoms using medical-specific language models (BioBERT, ClinicalBERT) to understand unique clinical situations.

  • Natural language processing for medical record analysis
  • Clinical parameter extraction (cancer type, stage, biomarkers)
  • Personalized treatment matching with >85% accuracy

Real-Time Discovery

Our system continuously monitors 100+ global health databases, research publications, and clinical trial registries to identify personalized breakthrough treatment opportunities within 24 hours.

  • Real-time monitoring with 15-minute update cycles
  • 99.9% data accuracy with source verification
  • Processes 1000+ new publications daily

Comprehensive Data Sources

Primary Sources

  • PubMed/MEDLINE
  • ClinicalTrials.gov
  • FDA Orange Book
  • EMA Database
  • WHO ICTRP

Research Institutions

  • Major cancer centers
  • University hospitals
  • Research institutes
  • Medical conferences
  • Academic publications

Pharmaceutical

  • Company announcements
  • Clinical trial results
  • Drug approvals
  • Regulatory filings
  • Pipeline updates

Regulatory

  • National health databases
  • Regulatory approvals
  • Health technology assessments
  • Safety monitoring
  • Market access data

Advanced Technology Stack

Medical NLP

  • • BioBERT language models
  • • ClinicalBERT processing
  • • Medical terminology extraction
  • • Clinical parameter identification

Machine Learning

  • • Treatment matching algorithms
  • • Predictive modeling for outcomes
  • • Personalized risk assessment
  • • Content summarization AI

Infrastructure

  • • Cloud-based microservices
  • • Real-time data processing
  • • Automated web scraping
  • • Scalable edge deployment

Future Expansion Roadmap

Y1

Launch Platform

Subscription platform with AI analysis for major cancer types

Y2

Expand Coverage

Rare cancers, clinical trial matching, provider partnerships

Y3

Medical Tourism

Hospital partnerships and treatment booking capabilities

Y4

Global Expansion

International markets with localized content and databases

Y5

Advanced AI

Outcome prediction and personalized treatment sequencing

Success Metrics & KPIs

>90%
AI Analysis Accuracy
Clinical parameter extraction
>95%
Discovery Completeness
Within 24 hours
80%
Retention Rate
Annual subscription
60%
Access Success
Following platform guidance

Compliance & Security

We maintain the highest standards of data protection and regulatory compliance to ensure your medical information is secure and handled according to global healthcare regulations.

HIPAA Compliant

Full compliance with Health Insurance Portability and Accountability Act

GDPR Compliant

European General Data Protection Regulation compliance for global users

FDA Regulated

Adherence to FDA guidelines for medical device software and clinical decision support