Lung Cancer Prediction Using Deep Learning Software : Validation on Independent Multi-Centre Data
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#1Marjolein A Heuvelmans (UMCG: University Medical Center Groningen)H-Index: 17
#2Peter M. A. van Ooijen (UMCG: University Medical Center Groningen)H-Index: 20
Last. Matthijs Oudkerk (UG: University of Groningen)H-Index: 94
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Abstract Introduction Deep Learning has been proposed as promising tool to classify malignant nodules. Our aim was to retrospectively validate our Lung Cancer Prediction Convolutional Neural Network (LCP-CNN), which was trained on US screening data, on an independent dataset of indeterminate nodules in an European multicentre trial, to rule out benign nodules maintaining a high lung cancer sensitivity. Methods The LCP-CNN has been trained to generate a malignancy score for each nodule using CT d...