Clinical Data Abstraction

Supercharge Data Abstraction with Hypercube

Hypercube by Mendel AI simplifies clinical data abstraction by leveraging a proprietary, domain-specific clinical reasoning AI that combines with LLMs to produce comprehensive, high quality clinical data and insights. Hypercube is your AI copilot, powering comprehensive abstraction of the medical record including unstructured data, such as genomic and pathology reports and clinical notes.

The Challenge: Problems with Traditional Abstraction

Limited Scalability

Humans cannot match machine speed, or easily adapt to change

Fragmented Data

Abstractors focus on isolated pieces of data at a document level

High Error Rates

Data can be missed or incorrectly abstracted

Inconsistent Quality

Variability in training,
lack of standardization across datasets

Time-Intensive

1-2 hours per patient and for only a snapshot in time

High Costs

1-2 hours per patient and for only a snapshot in time

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Hypercube Transforms Chart Abstraction

01. Patient-Level Reasoning

Hypercube constructs coherent, longitudinal patient journeys rather than fragmented data points

02. Error Reduction

Comprehensive and complete data abstraction that eliminates human error, Hypercube also achieves unprecedented accuracy and consistency

03. Cost Efficiency

Accelerate and automate abstraction to abstractors to adjudicate, significantly lower administrative costs

04. Speed and Scale

Hypercube processes thousands of pages in seconds, providing exponentially faster extraction, reducing project timelines from months to weeks

How does Hypercube work?

Pre-processing

Text Recognition and De-identification

Accelerate and automate abstraction to abstractors to adjudicate, significantly lower administrative costs

Data Extraction

Document Segmentation & Classification

Hypercube organizes documents into clinically relevant categories and identifies their clinical context.

Entity & Relation Extraction

Comprehensive extraction of clinical data (e.g., diagnosis, medications, outcomes) and mapping of relationships between concepts using NLP and machine learning.

Reasoning

Clinical Reasoning & Integration

Leverages Mendel’s knowledge Hypergraph to enable clinical reasoning that understands medicine, can resolve conflicts, and consolidates information across the record.

Data Output for Validation

Research-Ready RWD Generation

Delivers a complete, comprehensive patient journey from all available data sources, ready for use as an AI copilot for human validation in Hypercube Chart Review, a comprehensive data abstraction platform.

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