Thank you for the question! We do more than just redact records by erasing names and all demographic information. We actually remove specific pieces of information from all records, such as medications, lab results, diagnoses, etc. and put those into separate files that contain similar information from numerous other records. Thus the only thing researchers see are spreadsheets with a bunch of numbers, medications, and dates that include information from, at minimum, thousands of anonymous contributors around the world who have joined forces to advance science and healing. As a result, the information is totally anonymous. We realize there can be concerns that data in general can never be totally anonymized, but a combination of our rigorous de-identification process, aggregation across (at minimum) thousands of people across the world, and strict laws forbidding any attempt by researchers to re-identify data make it extraordinarily difficult if not virtually impossible to trace data back to any individual or clinic.