Automated Evans index measurement using deep learning in acute subarachnoid hemorrhage: reliability, agreement with experts, and association with external ventricular drainage - Summary - MDSpire

Automated Evans index measurement using deep learning in acute subarachnoid hemorrhage: reliability, agreement with experts, and association with external ventricular drainage

  • By

  • Yanrui Cai

  • Huansong Wang

  • Huanhuan Yu

  • Yuxia Li

  • Baobao Meng

  • Qi Liu

  • Yuting Wang

  • Feiyu Qiao

  • June 19, 2026

  • 0 min

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Objective:

To evaluate the reliability and agreement of automated Evans index (EI) measurement using TotalSegmentator (TS) in patients with acute subarachnoid hemorrhage (SAH) and its correlation with clinical decision-making regarding external ventricular drainage (EVD).

Approach:
    Key Findings:
    • TS demonstrated excellent reproducibility (ICC = 0.996, 95% CI 0.996–0.997).
    • High agreement between expert readers (ICC = 0.983, 95% CI 0.978–0.988).
    • Good agreement between TS and expert EI measurements (ICC = 0.76, 95% CI 0.73–0.81), improving to (ICC = 0.87, 95% CI 0.85–0.89) after excluding frontal horn hematoma.
    • TS identified more positive EI > 0.30 cases than expert assessment (29% vs. 17%).
    • TS-derived EI showed discrimination for EVD placement (AUC = 0.75, 95% CI 0.73–0.79), approaching expert-derived EI (AUC = 0.80, 95% CI 0.78–0.83).
    • TS-derived EI remained independently associated with EVD placement (adjusted OR = 1.09, 95% CI 1.03–1.17).
    Interpretation:

    Automated EI measurement using TS provides a reproducible assessment of ventricular enlargement in acute SAH, with agreement with expert assessments.

    Limitations:
    • Threshold-sensitive disagreement occurred near EI = 0.30.
    • The study was conducted at a single center, which may limit generalizability.
    • Exclusion of certain cases (frontal horn hematoma) may affect the applicability of findings.
    Conclusion:

    Automated EI measurement using TS is a reliable tool for assessing ventricular enlargement in acute SAH and correlates with clinical decision-making regarding EVD placement.

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