A Blueprint for De-identification of Patient Records | Dev&Doc #09

You can also listen to the episode on YouTube DevAndDoc and Spotify DevAndDoc

🎙️ Podcast Highlights

• Introduction: An in-depth exploration of the challenges and solutions in de-identifying hospital records.

• De-identification Approaches: Discussing various strategies used in the anonymization of hospital data.

• NER Episode Card: Insight into Named Entity Recognition (NER) and its applications in this context.

• Over-Redaction Issues: The problems associated with excessive anonymization and data loss.

• Building High Recall Models: Sharing experiences in creating models with over 99% recall.

• The Art of Annotations: Strategies for developing high-performing models through effective annotation.

• Dev and Docs Annotation Method: Exploring the annotation methodology proposed by Zeljko et al.

• Performance in New Environments: Ensuring model efficacy in different hospitals or healthcare settings.

• Looking to the Future: Anticipating future developments and challenges in this field.

• Synthetic Data: The role and potential of synthetic data in improving and testing de-identification methods.

Thank you for listening,

Zeljko