Socioeconomic and Demographic Predictors of Missed Opportunities to Provide Advanced Imaging Services

McKinley Glover, Dania Daye, Omid Khalilzadeh, Oleg Pianykh, Daniel I. Rosenthal, James A. Brink, Efrén J. Flores

Research output: Contribution to journalArticlepeer-review

33 Scopus citations


Purpose The extent to which racial and socioeconomic disparities exist in accessing clinically appropriate, advanced diagnostic imaging has not been well studied. This study assesses the relationship between demographic and socioeconomic factors and the incidence of imaging missed care opportunities (IMCOs). Methods We performed a retrospective review of outpatient CT and MRI appointments at a quaternary academic medical center and affiliated outpatient facilities during a 12-month period. Missed appointments not rescheduled in advance were classified as IMCOs. Appropriateness criteria scores and demographics were also obtained. Univariate and multivariate analyses were performed to determine if demographic and socioeconomic factors were predictive of IMCOs. Results Overall, 57,847 patients met inclusion criteria, representing 89,943 scheduled unique imaging appointments of which 5,840 (6.1%) were IMCOs; 0.8% of IMCO appointments had low appropriateness scores compared with 1.2% of completed appointments (P <.01). Appointments covered by commercial insurance (5.2%) had a significantly lower rate of IMCOs than other payers: Medicare = 6.3%, Medicaid = 14.5%, self-pay = 12.0% (P <.05). The following factors were independent predictors of a patient having ≥ 1 IMCO: noncommercial insurance [odds ratio (OR) = 1.7-2.6], African American (OR = 1.8), Hispanic (OR = 1.2), other race (OR = 1.1), language other than English or Spanish (OR = 1.2), male gender (OR = 1.2), age ≥ 65 (OR = 0.71), and median household income of patient home zip code <$50,000 (OR = 1.4). Conclusions Race and socioeconomic status are independent predictors of IMCOs. In efforts to enhance patient engagement, radiologists should be aware of the impact of race and socioeconomic status on access to clinically appropriate advanced diagnostic imaging.

Original languageEnglish (US)
Pages (from-to)1403-1411
Number of pages9
JournalJournal of the American College of Radiology
Issue number11
StatePublished - Nov 2017
Externally publishedYes


  • CT
  • MRI
  • Patient engagement
  • health disparities
  • imaging missed care opportunities
  • population health management

ASJC Scopus subject areas

  • Radiology Nuclear Medicine and imaging


Dive into the research topics of 'Socioeconomic and Demographic Predictors of Missed Opportunities to Provide Advanced Imaging Services'. Together they form a unique fingerprint.

Cite this