Accountable Deep-Learning-Based Vision Systems for Preterm Infant Monitoring

被引:2
|
作者
Migliorelli, Lucia [1 ]
Tiribelli, Simona [2 ]
Cacciatore, Alessandro [3 ]
Giovanola, Benedetta [2 ,7 ]
Frontoni, Emanuele [4 ]
Moccia, Sara [5 ,6 ]
机构
[1] Univ Politecn Marche, Dept Informat Engn, I-60121 Ancona, Italy
[2] Univ Macerata, Eth, I-62100 Macerata, Italy
[3] Univ Macerata, Dept Humanities, I-62100 Macerata, Italy
[4] Univ Macerata, Comp Sci, Macerata, Italy
[5] BioRobot Inst, Bioengn, I-56127 Pisa, Italy
[6] Dept Excellence Robot & Scuola Super St Anna, I-56127 Pisa, Italy
[7] Tufts Univ, Medford, MA USA
关键词
Ethics; Pediatrics; Machine vision; Monitoring; CEREBRAL-PALSY;
D O I
10.1109/MC.2023.3235987
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This work proposes an ethical framework that highlights possible ethical risks in the design and use of deep-learning-based vision systems for monitoring infants' movements in neonatal intensive care units. We discuss biases and ways to mitigate them for promoting accountable systems in clinical practice.
引用
收藏
页码:84 / 93
页数:10
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