| id |
032e3228-4f35-4ed9-b254-cd096cd6cdb3 |
| user_id |
8684964a-bab1-4235-93a8-5fd5e24a1d0a |
| job_id |
naoffskb-1736 |
| base_model_name |
xevyo |
| base_model_path |
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf... |
| model_name |
health services |
| model_desc |
health services use by older adults |
| model_path |
/home/sid/tuning/finetune/backend/output/naoffskb- /home/sid/tuning/finetune/backend/output/naoffskb-1736/merged_fp16_hf... |
| source_model_name |
xevyo |
| source_model_path |
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf... |
| source_job_id |
xevyo-base-v1 |
| dataset_desc |
This PDF is a fact sheet that summarizes how older This PDF is a fact sheet that summarizes how older adults (age 65+) use health services in the United States. It presents national statistics on doctor visits, chronic diseases, hospital care, emergency care, prescription drug use, long-term services, and long-term care needs among seniors.
The focus is to show how rising longevity, chronic illness, and disability shape healthcare demands in older populations.
The document is structured with clear data points, percentages, and brief explanations—ideal for public health professionals, students, policymakers, and caregivers.
📌 Main Topics Covered
1. Use of Physician Services
Seniors account for 26% of all physician visits in the U.S.
Doctor visits increase with age due to chronic disease management.
Many older adults see multiple specialists annually.
2. Hospital Use
People aged 65+ make up a large proportion of hospital admissions.
Older adults have higher rates of:
inpatient stays
readmissions
longer lengths of stay
Hospitalization risk increases with complex chronic conditions.
3. Emergency Department (ED) Visits
Seniors frequently use emergency departments for:
falls
injuries
acute illness episodes
complications of chronic diseases
ED visits rise significantly after age 75.
4. Chronic Diseases
The PDF highlights the heavy burden of chronic illness in late life:
80% of older adults have at least one chronic condition.
Up to 50% have two or more chronic diseases.
Common conditions include:
arthritis
heart disease
diabetes
hypertension
osteoporosis
COPD
Chronic illness is the primary driver of healthcare utilization in older populations.
5. Prescription Drug Use
Older adults use a disproportionately high number of medications.
Polypharmacy (using 5+ medications at once) is common and increases risks of:
adverse drug reactions
drug–drug interactions
falls
hospitalization
6. Long-Term Services and Supports (LTSS)
The PDF includes essential data on long-term care:
Older adults are the largest users of home care, community-based services, and institutional care.
A growing population of seniors requires:
help with activities of daily living (ADLs)
nursing home services
home health care
personal care services
7. Long-Term Care Facilities
The data highlight the following:
65+ adults represent the majority of people living in:
nursing homes
assisted living facilities
Many residents have significant functional or cognitive impairment (e.g., dementia).
8. Summary of Utilization Patterns
The PDF shows a clear pattern:
Older adults are the highest users of healthcare across almost all service types.
Their needs are shaped by:
multiple chronic diseases
declining mobility
cognitive decline
functional impairments
increased vulnerability to acute health events
As longevity increases, demand for health services will continue to rise.
🧾 Overall Conclusion
The PDF provides a concise but comprehensive portrait of how much and what types of healthcare older adults use.
Key messages:
✔ Older adults use far more physician services, hospital care, and emergency care than younger groups.
✔ Chronic diseases dominate health service use.
✔ Prescription medication use is high, with major safety concerns.
✔ Long-term services and institutional care are essential for many seniors.
✔ As the population ages, the healthcare system must adapt to growing demand.
If you want, I can also prepare:
✅ a short summary
✅ a data-only summary
✅ an infographic-style description
Just tell me!... |
| dataset_meta |
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| dataset_path |
/home/sid/tuning/finetune/backend/output/naoffskb- /home/sid/tuning/finetune/backend/output/naoffskb-1736/data/naoffskb-1736.json... |
| training_output |
null |
| status |
completed |
| created_at |
1764894127 |
| updated_at |
1764900746 |
| source_adapter_path |
NULL |
| adapter_path |
/home/sid/tuning/finetune/backend/output/naoffskb- /home/sid/tuning/finetune/backend/output/naoffskb-1736/adapter... |
| plugged_in |
False |