2022
Using Adversarial Images to Assess the Robustness of Deep Learning Models Trained on Diagnostic Images in Oncology
Joel MZ, Umrao S, Chang E, Choi R, Yang DX, Duncan JS, Omuro A, Herbst R, Krumholz HM, Aneja S. Using Adversarial Images to Assess the Robustness of Deep Learning Models Trained on Diagnostic Images in Oncology. JCO Clinical Cancer Informatics 2022, 6: e2100170. PMID: 35271304, PMCID: PMC8932490, DOI: 10.1200/cci.21.00170.Peer-Reviewed Original ResearchMeSH KeywordsBreastDeep LearningHumansMagnetic Resonance ImagingMammographyTomography, X-Ray Computed
2011
National Trends in Use of Computed Tomography in the Emergency Department
Kocher KE, Meurer WJ, Fazel R, Scott PA, Krumholz HM, Nallamothu BK. National Trends in Use of Computed Tomography in the Emergency Department. Annals Of Emergency Medicine 2011, 58: 452-462.e3. PMID: 21835499, DOI: 10.1016/j.annemergmed.2011.05.020.Peer-Reviewed Original ResearchConceptsEmergency departmentCT useComputed tomographyED visitsRisk ratioNational Hospital Ambulatory Medical Care SurveyAmbulatory Medical Care SurveyShortness of breathLikelihood of admissionSpecific emergency departmentLarge nationwide surveyAbdominal painChest painFlank painAcute illnessED encountersRetrospective studyCare SurveyCommon complaintPatient visitsMultivariable modelingCT scanMAIN OUTCOMEED servicesPainUse of Medical Imaging Procedures With Ionizing Radiation in Children: A Population-Based Study
Dorfman AL, Fazel R, Einstein AJ, Applegate KE, Krumholz HM, Wang Y, Christodoulou E, Chen J, Sanchez R, Nallamothu BK. Use of Medical Imaging Procedures With Ionizing Radiation in Children: A Population-Based Study. JAMA Pediatrics 2011, 165: 458-464. PMID: 21199972, PMCID: PMC3686496, DOI: 10.1001/archpediatrics.2010.270.Peer-Reviewed Original ResearchConceptsDiagnostic imaging proceduresTomographic scanImaging proceduresRetrospective cohort analysisPopulation-based ratesPediatric populationPlain radiographyCohort analysisHigh dosesMedical diagnostic imaging proceduresStudy periodAppropriate useChildrenHigh rateMedical imaging proceduresScansFrequent useHealth care marketUS health care marketYearsPatientsInfantsPopulationCare marketUnitedHealthcare
2006
How useful is computed tomography for screening for coronary artery disease? Screening for coronary artery disease with electron-beam computed tomography is not useful.
Chen J, Krumholz HM. How useful is computed tomography for screening for coronary artery disease? Screening for coronary artery disease with electron-beam computed tomography is not useful. Circulation 2006, 113: 125-46; discussion 125-46. PMID: 16400723.Peer-Reviewed Original Research