nH Predict
nH Predict
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nH Predict is an AI-powered software system that predicts how much post-acute care a patient should need, including when they should be discharged from hospital.
It does this by sifting through millions of medical records to match patients with similar diagnoses and characteristics, including age, gender, living situation, preexisting health conditions and other factors. Based on these comparisons, the algorithm anticipates what kind of care a specific patient will need and for how long.
The system was developed by US-based health technology company NaviHealth and first deployed in the US healthcare system in 2023. NaviHeath was acquired by controversial US health insurance company UnitedHealth Group in 2020.
nH Predict
nH Predict is a computer program developed by NaviHealth that implements an algorithm that has allegedly been used by health insurance companies including United Healthcare and Humana to automatically deny coverage to patients.
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nH Predict has been accused of having significant transparency and accountability limitations, including:
Public information. UnitedHealth Group provides very little information about the algorithm to patients and potential patients
Black box decision-making. The algorithm's decision-making process is highly opaque, making it difficult for healthcare providers, patients and others to understand how care predictions are made
Trade secrecy. Insurers have been discovered denying patients access to their nH Predict reports on the basis that the information is commercially sensitive and proprietary
Independent auditing. UnitedHealth Group does not allow independent third-party audits or assessments of the algorithm's performance.
A number of serious allegations have been made against nH Predict, including:
Having a very high error rate, suggesting major inaccuracies in its predictions
Automatically prematurely cutting off payments for patient treatment, particularly for elderly and disabled patients
Overriding medical expertise. Clinicians have reported that UnitedHealth bosses allow nH Predict to override their medical expertise
Potentially perpetuating or exacerbating health inequalities.
Be a Hero Fund. Tell Biden: Stop Death by AI
Talia D. (2024). Algorithms That Can Deny Care, and a Call for AI Explainability
Mello M.M., Rose S. (2024). Denial - Artificial Intelligence Tools and Health Insurance Coverage Decisions
Center for Medicare Advocacy (2022). The Role of AI-Powered Decision-Making Technology in Medicare Coverage Determinations
Lam T. et al (2022). Randomized Controlled Trials of Artificial Intelligence in Clinical Practice: Systematic Review
U.S. Senate Permanent Subcommittee on Investigations. Refusal of Recovery - How Medicare Advantage insurers have denied patients access to acute care
STAT (2023). How UnitedHealth’s acquisition of a popular Medicare Advantage algorithm sparked internal dissent over denied care
STAT (2023). Denied by AI: How Medicare Advantage plans use algorithms to cut off care for seniors in need
STAT (2023). Buyer’s remorse: How a Medicare Advantage business is strangling one of its first funders
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Type: System
Published: June 2023
Last updated: January 2025