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Item refines Preprint · not peer-reviewed Added

Social needs Z59 codes and subsequent acute care across 21 US health systems

Emergency visits were 67% higher after a first Z59 hardship code, but an administrative code reproduced much of this.

Linked electronic health record and claims data covered 4.95 million patients in 21 identifiable US health systems. 26,153 adults with a first outpatient Z59 code were matched to uncoded patients; an administrative code was the negative control. Coding ranged from 1% to 24% of patients across systems, varying widely even after adjustment for patient mix. Coded patients had 67% more emergency visits (95% CI 1.61-1.74) and 43% more admissions (1.38-1.49). The administrative code reproduced 46% of the emergency association and 70% of the admission association. At national planning prices, excess acute care was $2,516 per coded patient-year; the code added nothing to risk prediction. Hardship itself cannot be separated from the propensity to be documented.

Why it is interesting: Z codes trigger referrals and adjust risk, yet a code with no hardship meaning reproduced 46% of the signal. Coding ranged from 1% to 24% of patients across systems.

Source
medRxiv, 16 October 2026
Paper
Social Needs Z Codes and Subsequent Acute Care Across 21 U.S. Health Systems
Authors
Lobelo F, Durieux J, Ashoo S, Colovos C
DOI
10.64898/2026.10.14.26365559
Type
Preprint
Design
Matched cohort in linked EHR-claims data, 4.95m patients across 21 US health systems, 26,153 adults with a first outpatient Z59 code, with an administrative-code negative control; one year of follow-up
Verdict
Refines prior evidence
Driver
What linked data reveals
Driver
AI in medicine
Driver
Health systems and access

Other drivers in Data, models and systems