How should safety-net ambulatory practices be defined—and how do different definitions compare?
- joshualiaomd
- May 12
- 1 min read
Two ways to define safety-net ambulatory practices—by share (institution based) vs volume (population based) of underserved patients dually eligible for Medicare and Medicaid—identify almost completely different groups of ambulatory practices.

In a cross-sectional analysis of 2022 Medicare data, we examined 106,545 ambulatory practices serving 967,820 dually eligible beneficiaries to compare institution-based and population-based definitions of safety-net practices.
Using an institution-based definition (>80% of services delivered to dually eligible patients), 7,338 practices (6.9%) were identified as safety-net. In contrast, using a population-based definition (practices accounting for a cumulative 80% of total services to dually eligible patients nationwide), only identified 302 practices (0.3%) as safety-net. Strikingly, just 5 practices (0.005%) overlapped between the two definitions.
The characteristics of practices identified by each definition also differed substantially. Institution-based safety-net practices were smaller, with fewer clinicians and Medicare beneficiaries, but served a much higher proportion of dually eligible patients (89.6% vs 17.7%). In contrast, population-based safety-net practices were larger and delivered a high absolute volume of care to dually eligible individuals despite a lower proportional share. Patients served by institution-based practices were younger (64 vs 73 years old) and more likely to be Black (15.4% vs 7.4%) or Hispanic (22.2% vs 4.8%).
Institution-based definitions using patient share may better identify practices at financial risk and in need of support, while population-based definitions using an absolute volume may better capture where most underserved patients actually receive care.
Future policy efforts should align safety-net definitions with specific goals—whether supporting financially vulnerable practices or reaching the largest number of underserved patients.




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