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Clinical Aspects to Consider in Constructing a Standardized Test Set for Validation of Clinical Decision Support System for Mammography based on Artificial Intelligence

Authors
 Jung Hyun Yoon  ;  Byoung Wook Choi  ;  Kyunghwa Han  ;  Bong Joo Kang  ;  Eun Young Ko  ;  Hee Jung Shin  ;  Jin Chung  ;  Ji-Young Hwang  ;  Eun-Kyung Kim 
Citation
 Journal of Korean Society of Breast Screening (대한유방검진학회지), Vol.16(1) : 11-18, 2019 
Journal Title
 Journal of Korean Society of Breast Screening (대한유방검진학회지) 
ISSN
 1738-3501 
Issue Date
2019
Keywords
Breast ; Mammography ; Artificial intelligence ; Validation
Abstract
In the era of artificial intelligence (AI), various computed aided detection (CAD) algorithms are being developed for mammography, and the need for a standardized test set that can be generally applied for clinical validation has been voiced. During the process of constructing a standardized test set, an expert meeting was held in Seoul, Korea at June 2018, in order to reach consensus on factors to consider in building this test set for validating AI-based CAD tools developed for mammography. Faculty invited for the consensus meeting were dedicated breast radiologists, who were considered experts in this field. Topics discussed during the meeting were population-related factors, consensus on final diagnosis and interpreting lexicons according to the ACR BI-RADS, and the level of difficulty of the mammography for interpretation. Results of the discussion are summarized in this report.In the era of artificial intelligence (AI), various computed aided detection (CAD) algorithms are being developed for mammography, and the need for a standardized test set that can be generally applied for clinical validation has been voiced. During the process of constructing a standardized test set, an expert meeting was held in Seoul, Korea at June 2018, in order to reach consensus on factors to consider in building this test set for validating AI-based CAD tools developed for mammography. Faculty invited for the consensus meeting were dedicated breast radiologists, who were considered experts in this field. Topics discussed during the meeting were population-related factors, consensus on final diagnosis and interpreting lexicons according to the ACR BI-RADS, and the level of difficulty of the mammography for interpretation. Results of the discussion are summarized in this report.
Appears in Collections:
1. College of Medicine (의과대학) > Dept. of Radiology (영상의학교실) > 1. Journal Papers
Yonsei Authors
Kim, Eun-Kyung(김은경) ORCID logo https://orcid.org/0000-0002-3368-5013
Yoon, Jung Hyun(윤정현) ORCID logo https://orcid.org/0000-0002-2100-3513
Choi, Byoung Wook(최병욱) ORCID logo https://orcid.org/0000-0002-8873-5444
URI
https://ir.ymlib.yonsei.ac.kr/handle/22282913/170009
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