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Daniel Feller, PhD
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Decoding Health Data
A practical guide to the data types, standards, and formats behind modern health AI.
Part I: Getting Started
Who Should Read This Book
How to Read This Book
How Healthcare Is Delivered
A Primer on Healthcare Vocabularies
Part II: Administrative Data
Medical Claims
Pharmacy Claims
Part III: Clinical Data
Electronic Health Records
Medical Imaging
Clinical Trial Data
Molecular Sequencing
Part IV: Patient-Generated Data
Vital Signs Monitoring
Adherence Monitoring Technology
Activity & Lifestyle
Patient-Reported Outcomes
Complex & Unstructured Data
The Patient-Generated Data of the Future
Working with Health Data
Methods to De-Identify Health Data
Putting It All Together: Multimodal Data Streams
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Charting Patient Journeys Across Time and Space
12 months of data for 59 year old male with diabetes and moderate depression
12 months of data from 31 year old woman with infertility
The Challenge of Record Linkage