From e3444521e70cd5e8d405f4e9a6bc08312df8afe7 Mon Sep 17 00:00:00 2001
From: Renato Cuocolo <42030660+rcuocolo@users.noreply.github.com>
Date: Mon, 3 Aug 2020 18:23:23 +0200
Subject: [PATCH] Update README.md

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 ## Description
 
-Lesion masks for the [PROSTATEx dataset](https://wiki.cancerimagingarchive.net/display/Public/SPIE-AAPM-NCI+PROSTATEx+Challenges).
-The dataset comprises prostate MRI exams with PI-RADS score = 2+ lesions. These are classified as clinically significant or not. Only PI-RADS score = 3+ underwent biopsy and are collected in the PROSTATEx 2 dataset, together with the resulting bioptic lesion Gleason Grade.
+Lesion masks for the [PROSTATEx](https://wiki.cancerimagingarchive.net/display/Public/SPIE-AAPM-NCI+PROSTATEx+Challenges) prostate MRI dataset.
+It comprises prostate MRI exams with PI-RADS score = 2+ lesions. These are classified as clinically significant or not. Only patients with PI-RADS score = 3+ lesions underwent biopsy and are collected in the PROSTATEx 2 dataset, together with the resulting bioptic lesion Gleason Grade.
 
 The original dataset only provided lesion coordinates and an accompanying screenshot for each finding, with several issues due to misplaced coordinates or not clearly identifiable PI-RADS score = 2 lesions. This repository contains the result of a lesion-by-lesion quality check conducted at the [Department of Advanced Biomedical Sciences](http://www.dises.unina.it/en_GB/web/guest/-/768572-dipartimento-di-scienze-biomediche-avanzate) of the [University of Naples "Federico II"](http://www.unina.it/), in the form of lesion masks on axial T2-weighted and ADC images for all correctly identifiable findings in the PROSTATEx/PROSTATEx2 training dataset. As the ground truth was not available for the test sets, the same quality check was not performed on that data.