Understanding artificial intelligence based radiology studies: What is overfitting?
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作者:
Mutasa, Simukayi
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Columbia Univ, New York Presbyterian Hosp, Med Ctr, 622 West 168th St,PB-1-301, New York, NY 10032 USAColumbia Univ, New York Presbyterian Hosp, Med Ctr, 622 West 168th St,PB-1-301, New York, NY 10032 USA
Mutasa, Simukayi
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Sun, Shawn
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Ha, Richard
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Columbia Univ, New York Presbyterian Hosp, Med Ctr, 622 West 168th St,PB-1-301, New York, NY 10032 USAColumbia Univ, New York Presbyterian Hosp, Med Ctr, 622 West 168th St,PB-1-301, New York, NY 10032 USA
Ha, Richard
[1
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[1] Columbia Univ, New York Presbyterian Hosp, Med Ctr, 622 West 168th St,PB-1-301, New York, NY 10032 USA
Artificial intelligence (AI) is a broad umbrella term used to encompass a wide variety of subfields dedicated to creating algorithms to perform tasks that mimic human intelligence. As AI development grows closer to clinical integration, radiologists will need to become familiar with the principles of artificial intelligence to properly evaluate and use this powerful tool. This series aims to explain certain basic concepts of artificial intelligence, and their applications in medical imaging starting with a concept of overfitting.
机构:
Dept Radiol, 622 West 168th St,PB-1-301, New York, NY 10032 USADept Radiol, 622 West 168th St,PB-1-301, New York, NY 10032 USA
Mutasa, Simukayi
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Sun, Shawn
Ha, Richard
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Columbia Univ, New York Presbyterian Hosp, Breast Imaging Sect, Med Ctr, 622 West 168th St,PB-1-301, New York, NY 10032 USADept Radiol, 622 West 168th St,PB-1-301, New York, NY 10032 USA
机构:
Mayo Clin, Mayo Coll Med, Dept Radiol, E-2,200 1st St SW, Rochester, MN 55905 USAMayo Clin, Mayo Coll Med, Dept Radiol, E-2,200 1st St SW, Rochester, MN 55905 USA
机构:
Johns Hopkins Univ, Russell H Morgan Dept Radiol & Radiol Sci, Sch Med, Baltimore, MD 21287 USAJohns Hopkins Univ, Russell H Morgan Dept Radiol & Radiol Sci, Sch Med, Baltimore, MD 21287 USA
Rowe, Steven P.
Soyer, Philippe
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机构:Johns Hopkins Univ, Russell H Morgan Dept Radiol & Radiol Sci, Sch Med, Baltimore, MD 21287 USA
Soyer, Philippe
Fishman, Elliot K.
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机构:Johns Hopkins Univ, Russell H Morgan Dept Radiol & Radiol Sci, Sch Med, Baltimore, MD 21287 USA
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Seoul Natl Univ, Sch Dent, Dept Oral & Maxillofacial Radiol, Seoul, South Korea
Seoul Natl Univ, Sch Dent, Dent Res Inst, Seoul, South KoreaSeoul Natl Univ, Sch Dent, Dept Oral & Maxillofacial Radiol, Seoul, South Korea
Heo, Min-Suk
Kim, Jo-Eun
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Seoul Natl Univ, Dept Oral & Maxillofacial Radiol, Dent Hosp, Seoul, South KoreaSeoul Natl Univ, Sch Dent, Dept Oral & Maxillofacial Radiol, Seoul, South Korea
Kim, Jo-Eun
Hwang, Jae-Joon
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Pusan Natl Univ, Sch Dent, Dept Oral & Maxillofacial Radiol, Yangsan, South KoreaSeoul Natl Univ, Sch Dent, Dept Oral & Maxillofacial Radiol, Seoul, South Korea
Hwang, Jae-Joon
Han, Sang-Sun
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Yonsei Univ, Coll Dent, Dept Oral & Maxillofacial Radiol, Seoul, South KoreaSeoul Natl Univ, Sch Dent, Dept Oral & Maxillofacial Radiol, Seoul, South Korea
Han, Sang-Sun
Kim, Jin-Soo
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Chosun Univ, Coll Dent, Dept Oral & Maxillofacial Radiol, Gwangju, South KoreaSeoul Natl Univ, Sch Dent, Dept Oral & Maxillofacial Radiol, Seoul, South Korea
Kim, Jin-Soo
Yi, Won-Jin
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Seoul Natl Univ, Sch Dent, Dept Oral & Maxillofacial Radiol, Seoul, South Korea
Seoul Natl Univ, Sch Dent, Dent Res Inst, Seoul, South KoreaSeoul Natl Univ, Sch Dent, Dept Oral & Maxillofacial Radiol, Seoul, South Korea
Yi, Won-Jin
Park, In-Woo
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Gangneung Wonju Natl Univ, Coll Dent, Dept Oral & Maxillofacial Radiol, Kangnung, South KoreaSeoul Natl Univ, Sch Dent, Dept Oral & Maxillofacial Radiol, Seoul, South Korea
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Harvard Med Sch, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USAHarvard Med Sch, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA
Hosny, Ahmed
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Parmar, Chintan
Quackenbush, John
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Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02115 USA
Dana Farber Canc Inst, Dept Canc Biol, Boston, MA 02115 USAHarvard Med Sch, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA
Quackenbush, John
Schwartz, Lawrence H.
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机构:
Columbia Univ Coll Phys & Surg, Dept Radiol, New York, NY 10032 USA
New York Presbyterian Hosp, Dept Radiol, New York, NY USAHarvard Med Sch, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA
Schwartz, Lawrence H.
Aerts, Hugo J. W. L.
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Harvard Med Sch, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA
Harvard Med Sch, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiol, Boston, MA 02115 USAHarvard Med Sch, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA