oatmealhealth.com · public-data estimate, October 2026Parkland Health and Hospital System
Lung screening gap across 7 counties in Texas
About 3,000 people here are diagnosed with lung cancer each year, and 65% are found at a late stage, when it is hardest to treat.
Estimates from public data only; no patient information. Sources and method below.
Where the eligible adults live
The counties where most of Parkland Health and Hospital System's Medicare inpatients live. Darker areas hold more adults who likely qualify, which is where outreach would start. Hover or tap any area for its estimate.
Adults likely eligible, per neighborhood
Acute care hospital in this system
Counties in the service area
| County | Adults likely eligible | Lung cancer deaths per 100k | Medicare screens billed locally, 2024 |
|---|---|---|---|
| Dallas County | 88,000 to 187,000 | 26.5 | 2,029 |
| Tarrant County | 79,500 to 146,800 | 27.7 | 789 |
| Collin County | 32,900 to 69,900 | 20.4 | 380 |
| Denton County | 29,100 to 59,400 | 23.7 | 69 |
| Ellis County | 8,700 to 13,900 | 32.1 | None billed locally |
| Kaufman County | 7,000 to 9,200 | 42.7 | None billed locally |
| Navarro County | 3,000 to 4,200 | 41.4 | 50 |
2 of the 7 counties had no Medicare lung screening reads billed from a local address in 2024. County names link to their Missing Millions page.
What closing the gap would mean
If screening in these counties rose from 12.0% to the national rate of 18.2%, about 15,400 to 30,400 more people would be screened each year.
In the National Lung Screening Trial, low-dose CT screening lowered lung cancer deaths by 20% compared with chest X-ray. Today about 65% of lung cancers here are found at a late stage.
Illustrative estimate: eligible adults (range) times the change in screening rate. Not a forecast or a guarantee.
Each year in these counties
NCI and CDC State Cancer Profiles, annual averages.
Screening at Parkland Health and Hospital System today
Public Medicare claims do not attribute lung screening reads to Parkland Health and Hospital System locations. Radiologists who read for a health system often bill through a separate radiology group, so Parkland Health and Hospital System's screening volume is best measured from its own records.
Most adults who qualify see a primary care clinician every year. We count 434 primary care clinicians, 3 pulmonologists and 0 thoracic surgeons practicing at Parkland Health and Hospital System locations. A 20 pack-year smoking history is often missing from structured EHR fields, so many eligible patients are never flagged.
CMS Medicare Physician and Other Practitioners 2024 (CPT 71271); clinicians matched to Parkland Health and Hospital System by practice address using the AHRQ Compendium of U.S. Health Systems 2023, so reads billed by outside radiology groups are not included. The all-payer estimate scales Medicare fee-for-service by the local Medicare Advantage share (52%, CMS) and, at the high end, by the share of eligible adults under 65 (70%).
1 acute care hospital
- Dallas Co. Hosp. Dist.Dallas, TX
Find them, reach them, give radiologists a second opinion
LungIQ Find
Reads clinical notes, diagnoses and medications in the EHR and returns a ranked list of patients likely eligible, including those whose pack-year history is missing. Start with a CSV export refreshed every 1, 3 or 6 months, or connect through FHIR or HL7.
LungNAV Reach
An AI patient navigator that texts and calls patients in 70+ languages, answers questions about the scan, and hands each patient to your scheduling team or nurse navigators with a call summary.
LungAI Second opinion
Gives radiologists a malignancy risk score for each nodule, factoring in change since the prior scan, inside the PACS and CADe software they already use. The radiologist makes the final call.
LungAI is an investigational medical device and has not been cleared by FDA. It is not commercially available in the United States.How we estimate the gap
Modeled estimates from public data. They are not a count of Parkland Health and Hospital System patients and contain no patient information.
- Service area: CMS Hospital Service Area File 2025 (counties within 120 miles of a system hospital holding 80% of its Medicare inpatients, plus any county with at least 1%); hospitals from the AHRQ Compendium of U.S. Health Systems, 2023.
- Eligible adults, low estimate: Oatmeal Health Missing Millions (Census 2025 population, CDC PLACES smoking, USPSTF 2021).
- Eligible adults, high estimate: University of Minnesota National Lung Cancer Screening Estimates (Haynes 2026), which also counts former smokers.
- Screening rate: American Lung Association, State of Lung Cancer 2025.
- Lung cancer cases and deaths: NCI and CDC State Cancer Profiles (incidence 2019 to 2023, deaths 2020 to 2024).
- Screening volume: CMS Medicare Physician and Other Practitioners, 2024; CMS Medicare Advantage State/County Penetration, September 2026.
LungAI is an investigational medical device and has not been cleared by FDA. Oatmeal Health is preparing a 510(k) premarket notification. LungAI is not commercially available in the United States.
See Parkland Health and Hospital System's own numbers
In a 30 minute review we replace these public estimates with counts from your own records and agree on what a first program would look like.
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