notesum.ai

Published at December 10

Explainable machine learning for neoplasms diagnosis via electrocardiograms: an externally validated study

eess.SP

cs.LG

Released Date: December 10, 2024

Authors: Juan Miguel Lopez Alcaraz¹, Wilhelm Haverkamp², Nils Strodthoff¹

Aff.: ¹Carl von Ossietzky Universitat Oldenburg; ²Charite University Medicine

Arxiv: http://arxiv.org/pdf/2412.07737v1

Refer to caption

Variable	MIMIC-IV-ECG	ECG-View II
Gender (%)
Female	226,892 (48.50)	375,733 (48.44)
Male	240,837 (51.49)	399,802 (51.55)
Age (%)
Median years (IQR)	66 (25)	52 (25)
Quantile 1	18-53 (23.83)	18-40 (24.03)
Quantile 2	53-66 (25.16)	40-52 (25.75)
Quantile 3	66-78 (25.60)	52-65 (24.94)
Quantile 4	78-101 (25.40)	65-109 (25.28)
ECG features (IQR)
RR-interval	769 (264)	857 (227)
PR-interval	158 (38)	158 (28)
QRS-duration	94 (23)	90 (14)
QT-interval	394 (68)	392 (48)
QTc-interval	447 (47)	421 (37)
P-wave-axis	51 (32)	53 (28)
QRS-axis	13 (61)	48 (49)
T-wave-axis	42 (58)	44 (33)