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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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—without the bottleneck of manual labeling.
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.
Patient
records
records
Billing codes
Faxes
Reports
Scans
High-accuracy models
Customize state-of-the-art models by training them using data from your patient pools and specifically for your trial objectives.
Faster development
Go beyond hand-labeling and reduce development time and cost using programmatic labeling techniques.
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]
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]
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 clicks.
Data-centric AI
Snorkel AI is leading the shift from model-centric
to data-centric AI development to make AI practical.
to data-centric AI development to make AI practical.
Accelerated
Save time and costs by replacing manual labeling with rapid, programmatic labeling.
Adaptable
Adapt to changing data or business goals by quickly changing code, not manually re-labeling entire datasets.
Collaborative
Incorporate subject matter experts' knowledge by collaborating around a common interface–the data needed to train models.
Accurate
Develop and deploy high-quality AI models via rapid, guided iteration on the part that matters–the training data.
Governable
Version and audit data like code, leading to more responsive and ethical deployments.
Private
Reduce risk and meet compliance by labeling programmatically and keeping data in-house, not shipping to external annotators.
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
Hand-labeled ML is hugely expensive, with usually no way to iterate, adapt, be privacy compliant, audit, or reuse.
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 data or goal changes.
Let's connect
Speed time to value, reduce costs, and unlock more AI possibility with the Snorkel Flow platform.
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