Table · dataset · 2026
Table 1_Geospatial analysis of hearing-related services utilization among Medicare beneficiaries, 2017–2021.docx
Listed in figshare and Loughborough Research Repository — shown once because both records carry DOI 10.3389/fauot.2026.1885939.s001
Background<p>Approximately 30 million Americans report hearing loss, yet hearing-aid uptake remains low, and access to audiology and otolaryngology services varies markedly across the United States.
Description
Geographic patterns of Medicare billed hearing-related services have not been systematically characterized at the county level, and the socioeconomic correlates of utilization clusters remain underexplored.</p>Methods<p>A retrospective cross-sectional ecological analysis was performed on publicly available 2017–2021 county-level data from the Centers for Medicare & Medicaid Services Physician, the US Census Bureau American Community Survey, and the USDA Economic Research Service.
Hearing-related procedures were identified using American Speech Language Hearing Association classified Healthcare Common Procedure Coding System. Spatial autocorrelation of county level total service volume was assessed using global Moran's I and Local Indicators of Spatial Association computed in PySAL (α = 0.05), classifying each county as high–high, low–low, high–low, or low–high; based on the county's value relative to the national mean and its neighbors' average.
Read the rest (4 more)
The four cluster groupings were compared across 50 socioeconomic variables using one-way ANOVA. Per-capita utilization, used for descriptive mapping, was calculated using total county population from the American Community Survey; the rationale and implications of this denominator choice are detailed in the Methods.</p>Results<p>1,340 contiguous-US counties, with Medicare billing activity, were included in the spatial analysis (290.7 million residents).
Over 5 years, 15,136,056 hearing-related procedures were billed at a total Medicare payment of $428.3 million (Global Moran's I = 0.49, p < 0.01). Sixty-eight counties were classified as hot-spot clusters. Concentrated in Southern California, Florida, Texas, and the Mid-Atlantic and encompassing 75.5 million residents, 4.9 million procedures, and $159.0 million in spending.
One hundred twenty-five counties were classified as cold-spot clusters, primarily across the Midwest and Deep South, encompassing 5.2 million residents, 316,177 procedures, and $7.3 million in spending. Cold spots had substantially higher poverty rates (14.7% vs. 11.3%), lower median household incomes ($56,239 vs. $86,972), and lower educational attainment than hot spots; hot spots showed greater racial and ethnic diversity.</p>Conclusion<p>Hearing-related Medicare service utilization exhibits substantial geographic clustering, with rural and economically disadvantaged regions showing systematic underutilization.
These findings priority regions for workforce expansion and policy intervention.</p>
Links
Where it is published
- DOI doi.org/10.3389/fauot.2026.1885939.s001 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Audiology · Audiology · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Humanities · Humanities · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science
Provenance · 2 source records, 32 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33970450 | 12 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33970450 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:field:420102 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['audiology'] |
| concepts[field].anzsrc:field:420102 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['audiology'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[modality].local:modality:audio | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[modality].local:modality:tabular | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |