Objective Task-Based Evaluation of Artificial Intelligence-Based Medical Imaging Methods: Framework, Strategies, and Role of the Physician

被引：29

作者：

Jha, Abhinav K. ^{[1
]}

Myers, Kyle J. ^{[2
]}

Obuchowski, Nancy A. ^{[3
]}

Liu, Ziping ^{[4
]}

Rahman, Md Ashequr ^{[4
]}

Saboury, Babak ^{[5
]}

Rahmim, Arman ^{[6
]}

Siegel, Barry A. ^{[7
]}

机构：

[1] Washington Univ, Alvin J Siteman Canc Ctr, Mallinckrodt Inst Radioly, Dept Biomed Engn, 510 S Kingshighway Blvd, St Louis, MO 63110 USA

[2] Food & Drug Adm FDA, Ctr Devices & Radiol Hlth, Div Imaging Diagnost & Software Reliabil, Off Sci & Engn Lab, Silver Spring, MD USA

[3] Cleveland Clin, Quantitat Hlth Sci, Cleveland, OH USA

[4] Washington Univ, Dept Biomed Engn, 1 Brookings Dr, St Louis, MO 63130 USA

[5] Natl Inst Hlth, Ctr Clin, Dept Radiol & Imaging Sci, 9000 Rockville Pike, Bethesda, MD 20892 USA

[6] Univ British Columbia, BC Canc Res Inst, Dept Phys, Dept Radiol, 675 West 10th Ave,Off 6-112, Vancouver, BC V5Z IL3, Canada

[7] Washington Univ, Alvin J Siteman Canc Ctr, Sch Med, Mallinckrodt Inst Radiol,Div Nucl Med, 510 S Kingshighway Blvd #956, St Louis, MO 63110 USA

来源：

PET CLINICS | 2021年 / 16卷 / 04期

关键词：

Artifical intelligence (AI); Task-based evaluation; Medical imaging; Positron emission tomography (PET); Role of physician; Machine learning; GOLD-STANDARD TECHNIQUE; IDEAL-OBSERVER; MODEL OBSERVERS; STATISTICAL-METHODS; FISHER INFORMATION; HOTELLING-OBSERVER; PET; SIGNAL; QUALITY; PERFORMANCE;

D O I：

10.1016/j.cpet.2021.06.013

中图分类号：

R8 [特种医学]; R445 [影像诊断学];

学科分类号：

1002 ; 100207 ; 1009 ;

摘要：

[No abstract available]

引用

页码：493 / 511

页数：19

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