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Clinical Trial Analytics




Use Snorkel Flow to extract invaluable data from clinical trials and patient records, assisting with trial design, optimization, site selection, and patient recruiting.




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Outcomes —




Enterprise AI Made Practical




Enterprises ranging from Fortune 50 banks to global biotech, telecommunications and insurance providers use Snorkel Flow to put AI to use.


10-100x
Reduction in Model Development Time
<0hrs
To develop the first custom ML model
+90%
Accuracy for ML Model Performance
+0%
Accuracy for contract classification
Minutes
to Customize ML Models
0K
Contracts processed in minutes

Read case studies






Gain Deeper Insights


With Snorkel Flow, you can develop classifiers and extractors for inclusion/exclusion criteria or protocol design using public and private data sources to train state-of-the-art models—no costly hand-labeling needed.








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Patient Records
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Billing
Codes
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Faxes
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Reports
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Scans

Privacy-Safe Labeling


Generate training data in a privacy-safe, compliant fashion using powerful Labeling Functions from all types of patient records, faxes, scans, reports, and billing codes.








High-Accuracy Models


Customize state-of-the-art models by training them using data from your patient pools and specifically for your trial objectives.


What is the existing health condition of this patient?

What device does this patient use to store her Personal Health Record?

When was the last time this patient underwent a health check exam?

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What are the possible risks and side effects of taking part in the study? [CONSEQUENCES]
Who will pay for the tests and treatments I receive? [FINANCE]
Does the service keep my information confidential? [PRIVACY]
How long will the trial last? [DURATION]


Faster Development


Go beyond hand-labeling and reduce development time and cost using programmatic labeling techniques.








Adaptable Applications


Adapt applications to new or changing data points such as test results, latest medication, current prognosis and more or trial objectives with few button pushes or few lines of code.

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Why Snorkel Flow —



A Radically New Approach to AI




Conventional AI approaches rely on generic third-party models, or brittle rule-based systems, or armies of human labelers. With Snorkel Flow, programmatically labeling unlocks a new workflow that accelerates AI app development.



With Snorkel Flow

  • Customize state-of-the-art models by training with your data & adapt to changing data or goals with a few lines of code.
  • Leverage cutting-edge ML to go beyond simple rules, and retain the flexibility to audit and adapt.
  • Label thousands of data points programmatically in hours, while keeping your data in-house and private.

With Conventional Approaches

  • Pre-trained vendor models often don’t work on your data, no way to customize, adapt, or audit.
  • Rules-based approaches often don’t perform well on complex data or adapt easily to changes in data or goals.
  • Hand-labeled ML is hugely expensive, with often no way to iterate and adapt, be privacy compliant, audit, or reuse.






How Snorkel Flow Works —




An End-to-end ML Platform Centered Around Data




Designed to accelerate AI application development by removing the training data bottleneck.




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01



Label & Build
Label and build training data programmatically in hours without months of hand-labeling
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02



Integrate & Manage
Automatically clean, integrate, and manage programmatic training data from all sources
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03



Train & Deploy
Train and deploy state-of-the-art machine learning models in-platform or via Python SDK
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04



Analyze & Monitor
Analyze and monitor model performance to rapidly identify and correct error modes in the data






Solutions —



AI Use Cases


Build and deploy use cases previously blocked by training data by combining state-of-the-art ML with industry-specific best practices and flexible API-based integrations using Snorkel Flow.



INSURANCE
Risk Classification
Classify policy documents on the basis of the behavior or occupation to assess risk.
TELECOM & CYBER
Customer Segmentation
Build customized promotions by analyzing customer behavior and demographics.
HEALTHCARE
Clinical Trial Matching
Determine clinical trial candidates by categorizing patient records.
FINANCIAL SERVICES
News Analytics
Extract entities, events, and relationships to improve investment and risk strategies and more.
TELECOM & CYBER
Interaction Analytics
Understand every customer interaction deeply by analyzing chats, emails, and tickets.
FINANCIAL SERVICES
Financial Spreading
Manage credit risk by collecting financial and non-financial data in any format from statements.
SOFTWARE
Search Engine Optimization
Identify named entities in customer search queries and optimize content on websites.
RETAIL
Product Recommendation
Enhance recommender systems by identifying entities (price, keywords, etc.) in product descriptions.
FINANCIAL SERVICES
Contract Intelligence
Extract and organize data from a wide variety of complex contracts efficiently.
RETAIL
Product Catalogs
Extract product attributes from tables, lists, and forms for cataloging.
SOFTWARE
Email Filtering & Routing
Classify emails to remove spam and route queries to the correct channels.