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De-identifying and synthesizing healthcare PDFs of patient lab reports for model training and Expert Determination

PDFs are the hardest healthcare data to de-identify. Here is how Tonic Textual identifies PHI in lab reports and synthesizes realistic replacements for Expert Determination.

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Blog posts

De-identifying and synthesizing healthcare PDFs of patient lab reports for model training and Expert Determination

Data de-identification
Data de-identification
Healthcare
Technical deep dive
Tonic Textual

Using roBERTa models + LLMs to improve NER results in healthcare data

Data de-identification
Data de-identification
Data privacy
Healthcare
Tonic Textual

Generate synthetic data without leaving Claude, Cursor, or your tool of choice

Data synthesis
Data synthesis
Generative AI
Product updates
Tonic Fabricate

Synthetic data validation: How to trust data that isn't real

Data synthesis
Data synthesis
Generative AI
Product updates
Tonic Fabricate

Your attack surface is your data. Mythos is the proof.

Data privacy
Data privacy
Data de-identification
Tonic.ai editorial
Tonic Structural
Tonic Textual
Tonic Fabricate

Tonic.ai vs. Synthesized.io: Purpose-built depth vs. bundled breadth

Data synthesis
Data synthesis
Test data management
Tonic Structural
Tonic Fabricate

Tonic Fabricate vs. Claude: Why synthetic data generation needs more than an LLM

Data synthesis
Data synthesis
Generative AI
Tonic Fabricate

Generate referentially intact synthetic data across your entire data ecosystem

Data synthesis
Data synthesis
Tonic Fabricate

How to mock the PayPal API with Tonic Fabricate

Technical deep dive
Data synthesis
Technical deep dive
Tonic Fabricate

Best synthetic data generation tools and platforms compared for 2026

Data synthesis
Data synthesis
Generative AI
Tonic Fabricate

Benchmarking OpenAI's Privacy Filter: What it gets right, and where PII detection still needs real data

Technical deep dive
Data privacy
Technical deep dive
Generative AI
Tonic Textual

The agentification of Test Data Management is here. Meet the Structural Agent.

Data de-identification
Data de-identification
Test data management
Product updates
Tonic Structural

Build better and faster with quality test data today.

Unblock data access, turbocharge development, and respect data privacy as a human right.
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