共 42 条
Video capsule endoscopy: pushing the boundaries with software technology
被引:4
作者:

Phillips, Frank
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Nottingham Univ Hosp NHS Trust, NIHR Nottingham Digest Dis Biomed Res Ctr, Dept Gastroenterol, Queens Med Ctr Campus, Nottingham, England Nottingham Univ Hosp NHS Trust, NIHR Nottingham Digest Dis Biomed Res Ctr, Dept Gastroenterol, Queens Med Ctr Campus, Nottingham, England

Beg, Sabina
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Nottingham Univ Hosp NHS Trust, NIHR Nottingham Digest Dis Biomed Res Ctr, Dept Gastroenterol, Queens Med Ctr Campus, Nottingham, England Nottingham Univ Hosp NHS Trust, NIHR Nottingham Digest Dis Biomed Res Ctr, Dept Gastroenterol, Queens Med Ctr Campus, Nottingham, England
机构:
[1] Nottingham Univ Hosp NHS Trust, NIHR Nottingham Digest Dis Biomed Res Ctr, Dept Gastroenterol, Queens Med Ctr Campus, Nottingham, England
关键词:
Video capsule endoscopy (VCE);
deep learning (DL);
artificial intelligence (AI);
software enhancement;
DEVICE-ASSISTED ENTEROSCOPY;
DISORDERS EUROPEAN-SOCIETY;
IMAGING COLOR ENHANCEMENT;
GASTROINTESTINAL ENDOSCOPY;
ARTIFICIAL-INTELLIGENCE;
READING TIME;
BLUE MODE;
CELIAC-DISEASE;
PERFORMANCE;
MULTICENTER;
D O I:
10.21037/tgh.2020.02.01
中图分类号:
R57 [消化系及腹部疾病];
学科分类号:
摘要:
Video capsule endoscopy (VCE) has transformed imaging of the small bowel as it is a non-invasive and well tolerated modality with excellent diagnostic capabilities. The way we read VCE has not changed much since its introduction nearly two decades ago. Reading is still very time intensive and prone to reader error. This review outlines the evidence regarding software enhancements which aim to address these challenges. These include the suspected blood indicator (SBI), automated fast viewing modes including QuickView, lesion characterization tools such Fuji Intelligent Color Enhancement, and three-dimensional (3D) representation tools. We also outline the exciting new evidence of artificial intelligence (AI) and deep learning (DL), which promises to revolutionize capsule reading. DL algorithms have been developed for identifying organs of origin, intestinal motility events, active bleeding, coeliac disease, polyp detection, hookworms and angioectasias, all with impressively high sensitivity and accuracy. More recently, an algorithm has been created to detect multiple abnormalities with a sensitivity of 99.9% and reading time of only 5.9 minutes. These algorithms will need to be validated robustly. However, it will not be long before we see this in clinical practice, aiding the clinician in rapid and accurate diagnosis.
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共 42 条
[31]
Can we shorten the small-bowel capsule reading time with the "Quick-view" image detection system?
[J].
Saurin, Jean-Christophe
;
Lapalus, Marie Georges
;
Cholet, Frank
;
D'Halluin, Pierre Nicolas
;
Filoche, Bernard
;
Gauctric, Marianne
;
Sacher-Huvelin, Sylvie
;
Savalle, Camille
;
Frederic, Murielle
;
Lamarre, Patrick Adenis
;
Ben Soussan, Emmanuel
.
DIGESTIVE AND LIVER DISEASE,
2012, 44 (06)
:477-481

Saurin, Jean-Christophe
论文数: 0 引用数: 0
h-index: 0
机构:
Hop Edouard Herriot, Dept Gastroenterol, F-69437 Lyon 03, France Hop Edouard Herriot, Dept Gastroenterol, F-69437 Lyon 03, France

Lapalus, Marie Georges
论文数: 0 引用数: 0
h-index: 0
机构:
Hop Edouard Herriot, Dept Gastroenterol, F-69437 Lyon 03, France Hop Edouard Herriot, Dept Gastroenterol, F-69437 Lyon 03, France

Cholet, Frank
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Hosp, Dept Gastroenterol, Brest, France Hop Edouard Herriot, Dept Gastroenterol, F-69437 Lyon 03, France

D'Halluin, Pierre Nicolas
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Hosp, Dept Gastroenterol, Rennes, France Hop Edouard Herriot, Dept Gastroenterol, F-69437 Lyon 03, France

Filoche, Bernard
论文数: 0 引用数: 0
h-index: 0
机构:
Catholic Fac, Dept Gastroenterol, Lille, France Hop Edouard Herriot, Dept Gastroenterol, F-69437 Lyon 03, France

Gauctric, Marianne
论文数: 0 引用数: 0
h-index: 0
机构:
Hop Cochin, Dept Gastroenterol, F-75674 Paris, France Hop Edouard Herriot, Dept Gastroenterol, F-69437 Lyon 03, France

Sacher-Huvelin, Sylvie
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Hosp, Dept Gastroenterol, Nantes, France Hop Edouard Herriot, Dept Gastroenterol, F-69437 Lyon 03, France

Savalle, Camille
论文数: 0 引用数: 0
h-index: 0
机构:
G Pompidou Hosp, Dept Gastroenterol, Paris, France Hop Edouard Herriot, Dept Gastroenterol, F-69437 Lyon 03, France

Frederic, Murielle
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Hosp, Dept Gastroenterol, Nancy, France Hop Edouard Herriot, Dept Gastroenterol, F-69437 Lyon 03, France

Lamarre, Patrick Adenis
论文数: 0 引用数: 0
h-index: 0
机构:
Poitiers Clin, Dept Gastroenterol, Poitiers, France Hop Edouard Herriot, Dept Gastroenterol, F-69437 Lyon 03, France

Ben Soussan, Emmanuel
论文数: 0 引用数: 0
h-index: 0
机构:
Trocadero Clin, Dept Gastroenterol, Paris, France Hop Edouard Herriot, Dept Gastroenterol, F-69437 Lyon 03, France
[32]
Generic feature learning for wireless capsule endoscopy analysis
[J].
Segui, Santi
;
Drozdzal, Michal
;
Pascual, Guillem
;
Radeva, Petia
;
Malagelada, Carolina
;
Azpiroz, Fernando
;
Vitria, Jordi
.
COMPUTERS IN BIOLOGY AND MEDICINE,
2016, 79
:163-172

Segui, Santi
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Barcelona, Dept Matemat & Informat, Barcelona, Spain
CVC, Barcelona, Spain Univ Barcelona, Dept Matemat & Informat, Barcelona, Spain

Drozdzal, Michal
论文数: 0 引用数: 0
h-index: 0
机构:
Medtron GI, Yoqneam, Israel Univ Barcelona, Dept Matemat & Informat, Barcelona, Spain

Pascual, Guillem
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Barcelona, Dept Matemat & Informat, Barcelona, Spain Univ Barcelona, Dept Matemat & Informat, Barcelona, Spain

Radeva, Petia
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Barcelona, Dept Matemat & Informat, Barcelona, Spain
CVC, Barcelona, Spain Univ Barcelona, Dept Matemat & Informat, Barcelona, Spain

Malagelada, Carolina
论文数: 0 引用数: 0
h-index: 0
机构:
Hosp Valle De Hebron, Digest Syst Res Unit, Barcelona, Spain Univ Barcelona, Dept Matemat & Informat, Barcelona, Spain

Azpiroz, Fernando
论文数: 0 引用数: 0
h-index: 0
机构:
Hosp Valle De Hebron, Digest Syst Res Unit, Barcelona, Spain Univ Barcelona, Dept Matemat & Informat, Barcelona, Spain

Vitria, Jordi
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Barcelona, Dept Matemat & Informat, Barcelona, Spain
CVC, Barcelona, Spain Univ Barcelona, Dept Matemat & Informat, Barcelona, Spain
[33]
Efficacy of New Playback Functions at Reducing Small-Bowel Wireless Capsule Endoscopy Reading Times
[J].
Subramanian, Venkataraman
;
Mannath, Jayan
;
Telakis, Emmanouil
;
Ragunath, Krish
;
Hawkey, Christopher J.
.
DIGESTIVE DISEASES AND SCIENCES,
2012, 57 (06)
:1624-1628

Subramanian, Venkataraman
论文数: 0 引用数: 0
h-index: 0
机构:
Nottingham Univ Hosp Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England
Univ Nottingham Hosp, Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England Nottingham Univ Hosp Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England

Mannath, Jayan
论文数: 0 引用数: 0
h-index: 0
机构:
Nottingham Univ Hosp Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England
Univ Nottingham Hosp, Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England Nottingham Univ Hosp Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England

Telakis, Emmanouil
论文数: 0 引用数: 0
h-index: 0
机构:
Nottingham Univ Hosp Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England
Univ Nottingham Hosp, Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England Nottingham Univ Hosp Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England

Ragunath, Krish
论文数: 0 引用数: 0
h-index: 0
机构:
Nottingham Univ Hosp Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England
Univ Nottingham Hosp, Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England Nottingham Univ Hosp Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England

Hawkey, Christopher J.
论文数: 0 引用数: 0
h-index: 0
机构:
Nottingham Univ Hosp Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England
Univ Nottingham Hosp, Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England Nottingham Univ Hosp Queens Med Ctr, Nottingham Digest Dis Ctr, Nottingham NG7 2UH, England
[34]
Real-time automatic detection system increases colonoscopic polyp and adenoma detection rates: a prospective randomised controlled study
[J].
Wang, Pu
;
Berzin, Tyler M.
;
Brown, Jeremy Romek Glissen
;
Bharadwaj, Shishira
;
Becq, Aymeric
;
Xiao, Xun
;
Liu, Peixi
;
Li, Liangping
;
Song, Yan
;
Zhang, Di
;
Li, Yi
;
Xu, Guangre
;
Tu, Mengtian
;
Liu, Xiaogang
.
GUT,
2019, 68 (10)
:1813-1819

Wang, Pu
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China

Berzin, Tyler M.
论文数: 0 引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Ctr Adv Endoscopy, Boston, MA 02215 USA
Harvard Med Sch, Boston, MA 02115 USA Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China

Brown, Jeremy Romek Glissen
论文数: 0 引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Ctr Adv Endoscopy, Boston, MA 02215 USA
Harvard Med Sch, Boston, MA 02115 USA Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China

Bharadwaj, Shishira
论文数: 0 引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Ctr Adv Endoscopy, Boston, MA 02215 USA
Harvard Med Sch, Boston, MA 02115 USA Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China

Becq, Aymeric
论文数: 0 引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Ctr Adv Endoscopy, Boston, MA 02215 USA
Harvard Med Sch, Boston, MA 02115 USA Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China

Xiao, Xun
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China

Liu, Peixi
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China

Li, Liangping
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China

Song, Yan
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China

Zhang, Di
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China

Li, Yi
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China

Xu, Guangre
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China

Tu, Mengtian
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China

Liu, Xiaogang
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China Sichuan Acad Med Sci & Sichuan Prov Peoples Hosp, Dept Gastroenterol, Chengdu, Sichuan, Peoples R China
[35]
Can we reduce capsule endoscopy reading times?
[J].
Westerhof, Jessie
;
Koornstra, Jan J.
;
Weersma, Rinse K.
.
GASTROINTESTINAL ENDOSCOPY,
2009, 69 (03)
:497-502

论文数: 引用数:
h-index:
机构:

Koornstra, Jan J.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Groningen, Univ Med Ctr Groningen, Dept Gastroenterol & Hepatol, NL-9700 RB Groningen, Netherlands Univ Groningen, Univ Med Ctr Groningen, Dept Gastroenterol & Hepatol, NL-9700 RB Groningen, Netherlands

论文数: 引用数:
h-index:
机构:
[36]
Application of artificial intelligence in gastroenterology
[J].
Yang, Young Joo
;
Bang, Chang Seok
.
WORLD JOURNAL OF GASTROENTEROLOGY,
2019, 25 (14)
:1666-1683

Yang, Young Joo
论文数: 0 引用数: 0
h-index: 0
机构:
Hallym Univ, Coll Med, Dept Internal Med, Sakju Ro 77, Chunchon 24253, Gangwon Do, South Korea Hallym Univ, Coll Med, Dept Internal Med, Sakju Ro 77, Chunchon 24253, Gangwon Do, South Korea

Bang, Chang Seok
论文数: 0 引用数: 0
h-index: 0
机构:
Hallym Univ, Coll Med, Dept Internal Med, Sakju Ro 77, Chunchon 24253, Gangwon Do, South Korea Hallym Univ, Coll Med, Dept Internal Med, Sakju Ro 77, Chunchon 24253, Gangwon Do, South Korea
[37]
Deep learning for polyp recognition in wireless capsule endoscopy images
[J].
Yuan, Yixuan
;
Meng, Max Q. -H.
.
MEDICAL PHYSICS,
2017, 44 (04)
:1379-1389

Yuan, Yixuan
论文数: 0 引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Elect Engn, Hong Kong, Hong Kong, Peoples R China Chinese Univ Hong Kong, Dept Elect Engn, Hong Kong, Hong Kong, Peoples R China

Meng, Max Q. -H.
论文数: 0 引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Elect Engn, Hong Kong, Hong Kong, Peoples R China Chinese Univ Hong Kong, Dept Elect Engn, Hong Kong, Hong Kong, Peoples R China
[38]
Clinical validity of flexible spectral imaging color enhancement (FICE) in small-bowel capsule endoscopy: a systematic review and meta-analysis
[J].
Yung, Diana E.
;
Carvalho, Pedro Boal
;
Giannakou, Andry
;
Kopylov, Uri
;
Rosa, Bruno
;
Rondonotti, Emanuele
;
Toth, Ervin
;
Plevris, John N.
;
Koulaouzidis, Anastasios
.
ENDOSCOPY,
2017, 49 (03)
:258-269

Yung, Diana E.
论文数: 0 引用数: 0
h-index: 0
机构:
Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, Edinburgh, Midlothian, Scotland Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, Edinburgh, Midlothian, Scotland

Carvalho, Pedro Boal
论文数: 0 引用数: 0
h-index: 0
机构:
Hosp Senhora da Oliveira, Dept Gastroenterol, Guimaraes, Portugal Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, Edinburgh, Midlothian, Scotland

Giannakou, Andry
论文数: 0 引用数: 0
h-index: 0
机构:
Open Univ Cyprus, Fac Econ & Management, Nicosia, Cyprus Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, Edinburgh, Midlothian, Scotland

Kopylov, Uri
论文数: 0 引用数: 0
h-index: 0
机构:
Sheba Med Ctr, Dept Gastroenterol, Tel Hashomer, Israel
Tel Aviv Univ, Sackler Sch Med, Tel Aviv, Israel Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, Edinburgh, Midlothian, Scotland

Rosa, Bruno
论文数: 0 引用数: 0
h-index: 0
机构:
Hosp Senhora da Oliveira, Dept Gastroenterol, Guimaraes, Portugal Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, Edinburgh, Midlothian, Scotland

Rondonotti, Emanuele
论文数: 0 引用数: 0
h-index: 0
机构:
Valduce Hosp, Gastroenterol Unit, Como, Italy Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, Edinburgh, Midlothian, Scotland

论文数: 引用数:
h-index:
机构:

Plevris, John N.
论文数: 0 引用数: 0
h-index: 0
机构:
Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, Edinburgh, Midlothian, Scotland Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, Edinburgh, Midlothian, Scotland

Koulaouzidis, Anastasios
论文数: 0 引用数: 0
h-index: 0
机构:
Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, Edinburgh, Midlothian, Scotland Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, Edinburgh, Midlothian, Scotland
[39]
The validity of suspected blood indicator software in capsule endoscopy: a systematic review and meta-analysis
[J].
Yung, Diana E.
;
Sykes, Catherine
;
Koulaouzidis, Anastasios
.
EXPERT REVIEW OF GASTROENTEROLOGY & HEPATOLOGY,
2017, 11 (01)
:43-51

Yung, Diana E.
论文数: 0 引用数: 0
h-index: 0
机构:
Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, 51 Little France Crescent, Edinburgh EH16 4SA, Midlothian, Scotland Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, 51 Little France Crescent, Edinburgh EH16 4SA, Midlothian, Scotland

Sykes, Catherine
论文数: 0 引用数: 0
h-index: 0
机构:
Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, 51 Little France Crescent, Edinburgh EH16 4SA, Midlothian, Scotland Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, 51 Little France Crescent, Edinburgh EH16 4SA, Midlothian, Scotland

Koulaouzidis, Anastasios
论文数: 0 引用数: 0
h-index: 0
机构:
Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, 51 Little France Crescent, Edinburgh EH16 4SA, Midlothian, Scotland Royal Infirm Edinburgh NHS Trust, Ctr Liver & Digest Disorders, 51 Little France Crescent, Edinburgh EH16 4SA, Midlothian, Scotland
[40]
Detection of Lesions During Capsule Endoscopy: Physician Performance Is Disappointing
[J].
Zheng, YuanPu
;
Hawkins, Lauren
;
Wolff, Jordan
;
Goloubeva, Olga
;
Goldberg, Eric
.
AMERICAN JOURNAL OF GASTROENTEROLOGY,
2012, 107 (04)
:554-560

Zheng, YuanPu
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Maryland, Sch Med, Baltimore, MD 21201 USA Univ Maryland, Sch Med, Baltimore, MD 21201 USA

Hawkins, Lauren
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Maryland, Sch Med, Baltimore, MD 21201 USA Univ Maryland, Sch Med, Baltimore, MD 21201 USA

Wolff, Jordan
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Maryland, Sch Med, Baltimore, MD 21201 USA Univ Maryland, Sch Med, Baltimore, MD 21201 USA

Goloubeva, Olga
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Maryland, Sch Med, Baltimore, MD 21201 USA Univ Maryland, Sch Med, Baltimore, MD 21201 USA

Goldberg, Eric
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Maryland, Sch Med, Baltimore, MD 21201 USA Univ Maryland, Sch Med, Baltimore, MD 21201 USA