Related Experiment Video
Updated: Mar 8, 2026

Using Visual and Narrative Methods to Achieve Fair Process in Clinical Care
Published on: February 16, 2011
Temporal and Patient Variations Potentially Impacting New Payment Models.
Andrew B Rosenkrantz1, Kurt A Schoppe2, Richard Duszak3
1Department of Radiology, NYU Langone Medical Center, New York, New York.
Medicare imaging use varies significantly based on patient factors like comorbidities and dual eligibility, as well as time of year. These variations impact healthcare costs and should inform radiologist contracts.
Area of Science:
- Health Services Research
- Medical Economics
- Radiology Practice Management
Background:
- Medicare imaging utilization exhibits significant variability.
- Nongeographic patient and temporal factors are understudied drivers of this variation.
Purpose of the Study:
- To assess the influence of patient-specific and within-year temporal factors on Medicare imaging utilization.
- Identify key nongeographic determinants of imaging use in the Medicare population.
Main Methods:
- Analysis of national Medicare imaging events per 1,000 beneficiaries (2008-2014) using the CMS Chronic Conditions Data Warehouse.
- Stratification of imaging utilization by clinical (comorbidities) and sociodemographic (age, gender, ethnicity, dual eligibility, ESRD) factors.
- Descriptive summarization of quarterly imaging utilization data.
Main Results:
- Imaging utilization peaked in Q2 and was lowest in Q4 annually.
- Utilization increased substantially with higher patient comorbidity counts.
- Dual Medicaid eligibility and end-stage renal disease (ESRD) status were associated with higher utilization rates.
- Beneficiary age, gender, and ethnicity also demonstrated variations in imaging use.
Conclusions:
- Patient characteristics (comorbidities, dual eligibility, ESRD) and seasonal timing significantly impact Medicare imaging utilization.
- These findings are crucial for radiologists entering risk-bearing contracts, necessitating consideration of patient population features and contract timing.
- Understanding these variations is key to managing healthcare costs and optimizing imaging resource allocation.
Related Concept Videos
Issues And Trends In Healthcare Delivery System
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...
Current Trends in Nursing II
Health Information Technology and Healthcare Information System
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Standards of Care II
Impact of Pharmacokinetic–Pharmacodynamic Models: Regulatory Decisions

