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AJNR Awards, New Junior Editors, and more. Read the latest AJNR updates

Research ArticleHealth Policies/Quality Improvement/Evidence-Based Neuroimaging

Shift Volume Directly Impacts Neuroradiology Error Rate at a Large Academic Medical Center: The Case for Volume Limits

Vladimir Ivanovic, Kenneth Broadhead, Yu-Ming Chang, John F Hamer, Ryan Beck, Lotfi Hacein-Bey and Lihong Qi
American Journal of Neuroradiology April 2024, 45 (4) 374-378; DOI: https://doi.org/10.3174/ajnr.A8119
Vladimir Ivanovic
aFrom the Department of Radiology, Section of Neuroradiology (V.I., J.F.H., R.B.), Medical College of Wisconsin, Milwaukee, Wisconsin
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  • ORCID record for Vladimir Ivanovic
Kenneth Broadhead
bDepartment of Statistics (K.B.), Colorado State University, Fort Collins, Colorado
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Yu-Ming Chang
cDepartment of Radiology, Section of Neuroradiology (Y.-M.C.), Beth Israel Deaconess Medical Center, Boston, Massachusetts
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  • ORCID record for Yu-Ming Chang
John F Hamer
aFrom the Department of Radiology, Section of Neuroradiology (V.I., J.F.H., R.B.), Medical College of Wisconsin, Milwaukee, Wisconsin
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Ryan Beck
aFrom the Department of Radiology, Section of Neuroradiology (V.I., J.F.H., R.B.), Medical College of Wisconsin, Milwaukee, Wisconsin
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Lotfi Hacein-Bey
dDepartment of Radiology, Section of Neuroradiology (L.H.-B.), University of California Davis Medical Center, Sacramento, California
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  • ORCID record for Lotfi Hacein-Bey
Lihong Qi
eDepartment of Public Health Sciences (L.Q.), School of Medicine, University of California Davis, Davis, California
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    FIG 1.

    Detailed view of the trends in error rate as a function of shift volume level against the overall error rate.

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    FIG 2.

    Sample size for each shift volume level.

Tables

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  • Optimal risk groups

    Group 1 (Error Rate)gGroup 2 (Error Rate)Group 3 (Error Rate)Group 4 (Error Rate)Odds Ratio 1 (P Value)Odds Ratio 2 (P Value)Odds Ratio 3 (P Value)LRT P Valueh
    1 cut pointa26 and below (1.59)27+ (2.58)––1.63 (<.001)d––<.001
    2 cut pointsb19 and below (1.34)20–28 (1.88)29+ (2.6)–1.40 (.10)e1.94 (<.001)e–<.001
    3 cut pointsc24 and below (1.59)25–66 (2.44)67–90 (3.03)91+ (2.07)1.54 (<.001)f1.91 (<.001)f1.30 (.25)f,i<.001
    • Note:—LRT indicates likelihood ratio test.

    • ↵a Search done for each shift volume level.

    • ↵b Search done by fours.

    • ↵c Search done by tens.

    • ↵d Interpretation: The odds of containing an error are 63% higher for studies in group 2, compared with studies in group 1.

    • ↵e Interpretation: The odds of containing an error are 40% higher for studies in group 2, compared with studies in group 1; the odds of containing an error are 94% higher for studies in group 3, compared with studies in group 1.

    • ↵f Interpretation: The odds of containing an error are 54% higher for studies in group 2, compared studies in group 1; the odds of containing an error are 91% higher for studies in group 3, compared with studies in group 1; the odds of containing an error are 30% higher for studies in group 4, compared with studies in group 1.

    • ↵g Error rate per 1000 exams.

    • ↵h Optimal cutoff points are defined as the ones with the most significant (likelihood ratio test) split.

    • ↵i Odds ratio 3 decreases, seemingly suggesting that group 4 is safer (than 2); however, this is due to sample size limitations in group 4.

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American Journal of Neuroradiology: 45 (4)
American Journal of Neuroradiology
Vol. 45, Issue 4
1 Apr 2024
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Cite this article
Vladimir Ivanovic, Kenneth Broadhead, Yu-Ming Chang, John F Hamer, Ryan Beck, Lotfi Hacein-Bey, Lihong Qi
Shift Volume Directly Impacts Neuroradiology Error Rate at a Large Academic Medical Center: The Case for Volume Limits
American Journal of Neuroradiology Apr 2024, 45 (4) 374-378; DOI: 10.3174/ajnr.A8119

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Shift Volume and Neuroradiology Error Rates
Vladimir Ivanovic, Kenneth Broadhead, Yu-Ming Chang, John F Hamer, Ryan Beck, Lotfi Hacein-Bey, Lihong Qi
American Journal of Neuroradiology Apr 2024, 45 (4) 374-378; DOI: 10.3174/ajnr.A8119
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