Machine learning and human‐machine trust in healthcare:A systematic survey

作     者：Han Lin Jiatong Han Pingping Wu Jiangyan Wang Juan Tu Hao Tang Liuning Zhu 

作者机构：Jiangsu Key Laboratory of Public Project AuditSchool of Engineering AuditNanjing Audit UniversityNanjingChina School of Information EngineeringNanjing Audit UniversityNanjingChina School of Statistics and Data ScienceNanjing Audit UniversityNanjingChina Key Laboratory of Modern Acoustics(MOE)School of PhysicsNanjing UniversityNanjingChina Department of Information Technology and Electrical EngineeringETH ZurichZurichSwitzerland The First Affiliated Hospital with Nanjing Medical UniversityJiangsu Province HospitalNanjingChina 

出 版 物：《CAAI Transactions on Intelligence Technology》 (智能技术学报（英文）)

年 卷 期：2024年第9卷第2期

页      面：286-302页

核心收录：

学科分类：1002[医学-临床医学] 10[医学] 100206[医学-皮肤病与性病学] 0812[工学-计算机科学与技术（可授工学、理学学位）] 

基　　金：Qinglan Project of Jiangsu Province of China,Grant/Award Number:BK20180820 National Natural Science Foundation of China,Grant/Award Numbers:12271255,61701243,71771125,72271126,12227808 Major Projects of Natural Sciences of University in Jiangsu Province of China,Grant/Award Numbers:21KJA630001,22KJA630001 Postgraduate Research and Practice Innovation Program of Jiangsu Province,Grant/Award Number:KYCX23_2343 supported by the National Natural Science Foundation of China(no.72271126,12271255,61701243,71771125,12227808)。 

主　　题：human-machine interaction machine learning trust 

摘      要：As human‐machine interaction(HMI)in healthcare continues to evolve,the issue of trust in HMI in healthcare has been raised and explored.It is critical for the development and safety of healthcare that humans have proper trust in medical machines.Intelligent machines that have applied machine learning(ML)technologies continue to penetrate deeper into the medical environment,which also places higher demands on intelligent healthcare.In order to make machines play a role in HMI in healthcare more effectively and make human‐machine cooperation more harmonious,the authors need to build good humanmachine trust(HMT)in healthcare.This article provides a systematic overview of the prominent research on ML and HMT in healthcare.In addition,this study explores and analyses ML and three important factors that influence HMT in healthcare,and then proposes a HMT model in healthcare.Finally,general trends are summarised and issues to consider addressing in future research on HMT in healthcare are identified.