Membership Inference Revealing Participation

When an attacker conducts extensive comparative queries against a disease prediction model and infers that a particular individual's record was included in the training set, effectively disclosing that person's health status; due to unmitigated control gaps, although the organization did not directly leak data, substantial privacy harm has occurred and is difficult to remedy, triggering compliance exposure and operational reputational costs.