Targeted Training Reduces Search Errors but Not Classification Errors for Hepatic Metastasis Detection at Contrast-Enhanced CT

Scott S. Hsieh, Akitoshi Inoue, Mariana Yalon, David A. Cook, Hao Gong, Parvathy Sudhir Pillai, Matthew P. Johnson, Jeff L. Fidler, Shuai Leng, Lifeng Yu, Rickey E. Carter, David R. Holmes, Cynthia H. McCollough, Joel G. Fletcher

Research output: Contribution to journalArticlepeer-review

1 Scopus citations

Abstract

Rationale and Objectives: Methods are needed to improve the detection of hepatic metastases. Errors occur in both lesion detection (search) and decisions of benign versus malignant (classification). Our purpose was to evaluate a training program to reduce search errors and classification errors in the detection of hepatic metastases in contrast-enhanced abdominal computed tomography (CT). Materials and Methods: After Institutional Review Board approval, we conducted a single-group prospective pretest-posttest study. Pretest and posttest were identical and consisted of interpreting 40 contrast-enhanced abdominal CT exams containing 91 liver metastases under eye tracking. Between pretest and posttest, readers completed search training with eye-tracker feedback and coaching to increase interpretation time, use liver windows, and use coronal reformations. They also completed classification training with part-task practice, rating lesions as benign or malignant. The primary outcome was metastases missed due to search errors (<2 seconds gaze under eye tracker) and classification errors (>2 seconds). Jackknife free-response receiver operator characteristic (JAFROC) analysis was also conducted. Results: A total of 31 radiologist readers (8 abdominal subspecialists, 8 nonabdominal subspecialists, 15 senior residents/fellows) participated. Search errors were reduced (pretest 11%, posttest 8%, difference 3% [95% confidence interval, 0.3%-5.1%], P = .01), but there was no difference in classification errors (difference 0%, P = .97) or in JAFROC figure of merit (difference −0.01, P = .36). In subgroup analysis, abdominal subspecialists demonstrated no evidence of change. Conclusion: Targeted training reduced search errors but not classification errors for the detection of hepatic metastases at contrast-enhanced abdominal CT. Improvements were not seen in all subgroups.

Original languageEnglish (US)
Pages (from-to)448-456
Number of pages9
JournalAcademic radiology
Volume31
Issue number2
DOIs
StatePublished - Feb 2024
Externally publishedYes

Keywords

  • Classification errors
  • Eye tracking
  • Radiologist training
  • Search errors

ASJC Scopus subject areas

  • Radiology Nuclear Medicine and imaging

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