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. 2025 Jul 15;8:1607348. doi: 10.3389/frai.2025.1607348

Table 5.

Distribution and interpretation of outliers determined by different methods.

Method Input errors Measurement errors Abnormal values
z-score 3 3 3
Isolation forest 1 5 4
DBSCAN 3 3 2
KNN 4 3 1
OSVM 3 7 6
EllipticEnvelope 3 2 1
Autoencoder 4 9 8
Studies identified as outliers 4 15 13

OSVM-determined values differ from Table 4 due to some studies being marked as outliers twice by different radiologists.