共 159 条
Artificial intelligence-powered electronic skin
被引:74
作者:

Xu, Changhao
论文数: 0 引用数: 0
h-index: 0
机构:
CALTECH, Div Engn & Appl Sci, Andrew & Peggy Cherng Dept Med Engn, Pasadena, CA 91125 USA CALTECH, Div Engn & Appl Sci, Andrew & Peggy Cherng Dept Med Engn, Pasadena, CA 91125 USA

Solomon, Samuel A.
论文数: 0 引用数: 0
h-index: 0
机构:
CALTECH, Div Engn & Appl Sci, Andrew & Peggy Cherng Dept Med Engn, Pasadena, CA 91125 USA CALTECH, Div Engn & Appl Sci, Andrew & Peggy Cherng Dept Med Engn, Pasadena, CA 91125 USA

Gao, Wei
论文数: 0 引用数: 0
h-index: 0
机构:
CALTECH, Div Engn & Appl Sci, Andrew & Peggy Cherng Dept Med Engn, Pasadena, CA 91125 USA CALTECH, Div Engn & Appl Sci, Andrew & Peggy Cherng Dept Med Engn, Pasadena, CA 91125 USA
机构:
[1] CALTECH, Div Engn & Appl Sci, Andrew & Peggy Cherng Dept Med Engn, Pasadena, CA 91125 USA
基金:
美国国家卫生研究院;
美国国家科学基金会;
关键词:
MACHINE;
SENSORS;
INTERFACES;
RECEPTORS;
CIRCUITS;
DISEASE;
VISION;
STRESS;
BRAIN;
AI;
D O I:
10.1038/s42256-023-00760-z
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Skin-interfaced electronics is gradually changing medical practices by enabling continuous and non-invasive tracking of physiological and biochemical information. With the rise of big data and digital medicine, next-generation electronic skin (e-skin) will be able to use artificial intelligence (AI) to optimize its design as well as uncover user-personalized health profiles. Recent multimodal e-skin platforms have already used machine learning algorithms for autonomous data analytics. Unfortunately, there is a lack of appropriate AI protocols and guidelines for e-skin devices, resulting in overly complex models and non-reproducible conclusions for simple applications. This Review aims to present AI technologies in e-skin hardware and assess their potential for new inspired integrated platform solutions. We outline recent breakthroughs in AI strategies and their applications in engineering e-skins as well as understanding health information collected by e-skins, highlighting the transformative deployment of AI in robotics, prosthetics, virtual reality and personalized healthcare. We also discuss the challenges and prospects of AI-powered e-skins as well as predictions for the future trajectory of smart e-skins.
引用
收藏
页码:1344 / 1355
页数:12
相关论文
共 159 条
- [1] Multimodal biomedical AI[J]. NATURE MEDICINE, 2022, 28 (09) : 1773 - 1784Acosta, Julian N.论文数: 0 引用数: 0 h-index: 0机构: Yale Sch Med, Dept Neurol, New Haven, CT USA Yale Sch Med, Dept Neurol, New Haven, CT USAFalcone, Guido J.论文数: 0 引用数: 0 h-index: 0机构: Yale Sch Med, Dept Neurol, New Haven, CT USA Yale Sch Med, Dept Neurol, New Haven, CT USARajpurkar, Pranav论文数: 0 引用数: 0 h-index: 0机构: Harvard Med Sch, Dept Biomed Informat, Boston, MA 02115 USA Yale Sch Med, Dept Neurol, New Haven, CT USATopol, Eric J.论文数: 0 引用数: 0 h-index: 0机构: Scripps Res, Scripps Res Translat Inst, La Jolla, CA 92037 USA Yale Sch Med, Dept Neurol, New Haven, CT USA
- [2] Deep learning-based robust positioning for all-weather autonomous driving[J]. NATURE MACHINE INTELLIGENCE, 2022, 4 (09) : 749 - +Almalioglu, Yasin论文数: 0 引用数: 0 h-index: 0机构: Univ Oxford, Dept Comp Sci, Oxford, England Univ Oxford, Dept Comp Sci, Oxford, EnglandTuran, Mehmet论文数: 0 引用数: 0 h-index: 0机构: Bogazici Univ, Dept Comp Engn, Istanbul, Turkey Univ Oxford, Dept Comp Sci, Oxford, EnglandTrigoni, Niki论文数: 0 引用数: 0 h-index: 0机构: Univ Oxford, Dept Comp Sci, Oxford, England Univ Oxford, Dept Comp Sci, Oxford, EnglandMarkham, Andrew论文数: 0 引用数: 0 h-index: 0机构: Univ Oxford, Dept Comp Sci, Oxford, England Univ Oxford, Dept Comp Sci, Oxford, England
- [3] Mouthguard biosensor with telemetry system for monitoring of saliva glucose: A novel cavitas sensor[J]. BIOSENSORS & BIOELECTRONICS, 2016, 84 : 106 - 111Arakawa, Takahiro论文数: 0 引用数: 0 h-index: 0机构: Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, Japan Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, JapanKuroki, Yusuke论文数: 0 引用数: 0 h-index: 0机构: Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, Japan Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, JapanNitta, Hiroki论文数: 0 引用数: 0 h-index: 0机构: Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, Japan Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, JapanChouhan, Prem论文数: 0 引用数: 0 h-index: 0机构: Univ London Imperial Coll Sci Technol & Med, Fac Med, South Kensington Campus, London SW7 2AZ, England Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, JapanToma, Koji论文数: 0 引用数: 0 h-index: 0机构: Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, Japan Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, JapanSawada, Shin-ichi论文数: 0 引用数: 0 h-index: 0机构: Kyoto Univ, Grad Sch Engn, Dept Polymer Chem, Nishikyo Ku, Kyoto 6158510, Japan Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, JapanTakeuchi, Shuhei论文数: 0 引用数: 0 h-index: 0机构: Tokyo Med & Dent Univ, Gerodontol & Oral Rehabil, Bunkyo Ku, 1-5-45 Yushima, Tokyo 1138549, Japan Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, JapanSekita, Toshiaki论文数: 0 引用数: 0 h-index: 0机构: Tokyo Med & Dent Univ, Gerodontol & Oral Rehabil, Bunkyo Ku, 1-5-45 Yushima, Tokyo 1138549, Japan Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, JapanAkiyoshi, Kazunari论文数: 0 引用数: 0 h-index: 0机构: Kyoto Univ, Grad Sch Engn, Dept Polymer Chem, Nishikyo Ku, Kyoto 6158510, Japan Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, JapanMinakuchi, Shunsuke论文数: 0 引用数: 0 h-index: 0机构: Tokyo Med & Dent Univ, Gerodontol & Oral Rehabil, Bunkyo Ku, 1-5-45 Yushima, Tokyo 1138549, Japan Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, JapanMitsubayashi, Kohji论文数: 0 引用数: 0 h-index: 0机构: Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, Japan Tokyo Med & Dent Univ, Inst Biomat & Bioengn, Dept Biomed Devices & Instrumentat, Chiyoda Ku, 2-3-10 Kanda Surugadai, Tokyo 1010062, Japan
- [4] End-to-end design of wearable sensors[J]. NATURE REVIEWS MATERIALS, 2022, 7 (11) : 887 - 907Ates, H. Ceren论文数: 0 引用数: 0 h-index: 0机构: Univ Freiburg, Fit Freiburg Ctr interact Mat & Bioinspired techn, Freiburg, Germany Univ Freiburg, IMteK, Dept Microsyst Engn, Freiburg, Germany Univ Freiburg, Fit Freiburg Ctr interact Mat & Bioinspired techn, Freiburg, GermanyNguyen, Peter Q.论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Wyss Inst Biol inspired Engn, Boston, MA 02115 USA Univ Freiburg, Fit Freiburg Ctr interact Mat & Bioinspired techn, Freiburg, GermanyGonzalez-Macia, Laura论文数: 0 引用数: 0 h-index: 0机构: Imperial Coll London, Dept Bioengn, London, England Univ Freiburg, Fit Freiburg Ctr interact Mat & Bioinspired techn, Freiburg, GermanyMorales-Narvaez, Eden论文数: 0 引用数: 0 h-index: 0机构: Ctr invest Opt, Biophoton Nanosensors Lab, Leon, Mexico Univ Freiburg, Fit Freiburg Ctr interact Mat & Bioinspired techn, Freiburg, GermanyGuder, Firat论文数: 0 引用数: 0 h-index: 0机构: Imperial Coll London, Dept Bioengn, London, England Univ Freiburg, Fit Freiburg Ctr interact Mat & Bioinspired techn, Freiburg, GermanyCollins, James J.论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Wyss Inst Biol inspired Engn, Boston, MA 02115 USA MIT, inst Med Engn Sci, Dept Biol Engn, Cambridge, MA 02139 USA Broad Inst MIT & Harvard, Cambridge, MA 02139 USA Univ Freiburg, Fit Freiburg Ctr interact Mat & Bioinspired techn, Freiburg, GermanyDincer, Can论文数: 0 引用数: 0 h-index: 0机构: Univ Freiburg, Fit Freiburg Ctr interact Mat & Bioinspired techn, Freiburg, Germany Univ Freiburg, IMteK, Dept Microsyst Engn, Freiburg, Germany Univ Freiburg, Fit Freiburg Ctr interact Mat & Bioinspired techn, Freiburg, Germany
- [5] Screening for cardiac contractile dysfunction using an artificial intelligence-enabled electrocardiogram[J]. NATURE MEDICINE, 2019, 25 (01) : 70 - +Attia, Zachi I.论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USA Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USAKapa, Suraj论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USA Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USALopez-Jimenez, Francisco论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USA Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USAMcKie, Paul M.论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USA Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USALadewig, Dorothy J.论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Business Dev, Rochester, MN USA Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USASatam, Gaurav论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Business Dev, Rochester, MN USA Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USAPellikka, Patricia A.论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USA Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USAEnriquez-Sarano, Maurice论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USA Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USANoseworthy, Peter A.论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USA Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USAMunger, Thomas M.论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USA Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USAAsirvatham, Samuel J.论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USA Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USAScott, Christopher G.论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Hlth Sci Res, Rochester, MN USA Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USACarter, Rickey E.论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Hlth Sci Res, Jacksonville, FL 32224 USA Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USAFriedman, Paul A.论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USA Mayo Clin, Cardiovasc Med, Rochester, MN 55905 USA
- [6] Diving beetle-like miniaturized plungers with reversible, rapid biofluid capturing for machine learning-based care of skin disease[J]. SCIENCE ADVANCES, 2021, 7 (25)Baik, Sangyul论文数: 0 引用数: 0 h-index: 0机构: Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South Korea Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South KoreaLee, Jihyun论文数: 0 引用数: 0 h-index: 0机构: Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South Korea Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South KoreaJeon, Eun Je论文数: 0 引用数: 0 h-index: 0机构: Yonsei Univ, Dept Biotechnol, 50 Yonsei Ro, Seoul 03722, South Korea Yonsei Univ, Dept Biomat Sci & Engn, 50 Yonsei Ro, Seoul 03722, South Korea Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South KoreaPark, Bo-yong论文数: 0 引用数: 0 h-index: 0机构: McGill Univ, Montreal Neurol Inst & Hosp, McConnell Brain Imaging Ctr, Montreal, PQ H3A 2B4, Canada Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South KoreaKim, Da Wan论文数: 0 引用数: 0 h-index: 0机构: Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South Korea Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South KoreaSong, Jin Ho论文数: 0 引用数: 0 h-index: 0机构: Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South Korea Sungkyunkwan Univ SKKU, SKKU Adv Inst Nanotechnol, 2066 Seobu Ro, Suwon 16419, South Korea Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South KoreaLee, Heon Joon论文数: 0 引用数: 0 h-index: 0机构: Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South Korea Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South KoreaHan, Seung Yeop论文数: 0 引用数: 0 h-index: 0机构: Yonsei Univ, Dept Biotechnol, 50 Yonsei Ro, Seoul 03722, South Korea Yonsei Univ, Dept Biomat Sci & Engn, 50 Yonsei Ro, Seoul 03722, South Korea Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South KoreaCho, Seung-Woo论文数: 0 引用数: 0 h-index: 0机构: Yonsei Univ, Dept Biotechnol, 50 Yonsei Ro, Seoul 03722, South Korea Inst Basic Sci IBS, Ctr NanoMed, 50 Yonsei Ro, Seoul 03722, South Korea Yonsei Univ, Adv Sci Inst, Grad Program NanoBiomed Engn NanoBME, 50 Yonsei Ro, Seoul 03722, South Korea Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South KoreaPang, Changhyun论文数: 0 引用数: 0 h-index: 0机构: Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South Korea Sungkyunkwan Univ SKKU, Samsung Adv Inst Hlth Sci & Technol SAIHST, 2066 Seobu Ro, Suwon 16419, South Korea Sungkyunkwan Univ SKKU, Sch Chem Engn, 2066 Seobu Ro, Suwon 16419, South Korea
- [7] Machine learning and computation-enabled intelligent sensor design[J]. NATURE MACHINE INTELLIGENCE, 2021, 3 (07) : 556 - 565Ballard, Zachary论文数: 0 引用数: 0 h-index: 0机构: Univ Calif Los Angeles, Dept Elect & Comp Engn, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Calif NanoSyst Inst, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Dept Elect & Comp Engn, Los Angeles, CA 90095 USABrown, Calvin论文数: 0 引用数: 0 h-index: 0机构: Univ Calif Los Angeles, Dept Elect & Comp Engn, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Dept Elect & Comp Engn, Los Angeles, CA 90095 USAMadni, Asad M.论文数: 0 引用数: 0 h-index: 0机构: Univ Calif Los Angeles, Dept Elect & Comp Engn, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Dept Elect & Comp Engn, Los Angeles, CA 90095 USAOzcan, Aydogan论文数: 0 引用数: 0 h-index: 0机构: Univ Calif Los Angeles, Dept Elect & Comp Engn, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Calif NanoSyst Inst, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Dept Bioengn, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Dept Elect & Comp Engn, Los Angeles, CA 90095 USA
- [8] Emerging materials intelligence ecosystems propelled by machine learning[J]. NATURE REVIEWS MATERIALS, 2021, 6 (08) : 655 - 678Batra, Rohit论文数: 0 引用数: 0 h-index: 0机构: Argonne Natl Lab, Ctr Nanoscale Mat, Lemont, IL USA Argonne Natl Lab, Ctr Nanoscale Mat, Lemont, IL USASong, Le论文数: 0 引用数: 0 h-index: 0机构: Georgia Inst Technol, Computat Sci & Engn, Atlanta, GA 30332 USA Argonne Natl Lab, Ctr Nanoscale Mat, Lemont, IL USARamprasad, Rampi论文数: 0 引用数: 0 h-index: 0机构: Georgia Inst Technol, Sch Mat Sci & Engn, Atlanta, GA 30332 USA Argonne Natl Lab, Ctr Nanoscale Mat, Lemont, IL USA
- [9] Machine learning-assisted calibration of Hg2+sensors based on carbon nanotube field-effect transistors[J]. BIOSENSORS & BIOELECTRONICS, 2021, 180Bian, Long论文数: 0 引用数: 0 h-index: 0机构: Univ Pittsburgh, Dept Chem, Pittsburgh, PA 15260 USA Univ Pittsburgh, Dept Chem, Pittsburgh, PA 15260 USAWang, Zhunheng论文数: 0 引用数: 0 h-index: 0机构: Univ Pittsburgh, Dept Chem & Petr Engn, Pittsburgh, PA 15261 USA Univ Pittsburgh, Dept Chem, Pittsburgh, PA 15260 USAWhite, David L.论文数: 0 引用数: 0 h-index: 0机构: Univ Pittsburgh, Dept Chem, Pittsburgh, PA 15260 USA Univ Pittsburgh, Dept Chem, Pittsburgh, PA 15260 USAStar, Alexander论文数: 0 引用数: 0 h-index: 0机构: Univ Pittsburgh, Dept Chem, Pittsburgh, PA 15260 USA Univ Pittsburgh, Dept Bioengn, Pittsburgh, PA 15261 USA Univ Pittsburgh, Dept Chem, Pittsburgh, PA 15260 USA
- [10] Advances in Artificial Intelligence for Infectious-Disease Surveillance[J]. NEW ENGLAND JOURNAL OF MEDICINE, 2023, 388 (17) : 1597 - 1607Brownstein, John S.论文数: 0 引用数: 0 h-index: 0机构: Harvard Med Sch, Boston Childrens Hosp, Computat Epidemiol Lab, Boston, MA USA Harvard Med Sch, Boston Childrens Hosp, Boston, MA USA Boston Childrens Hosp, 300 Longwood Ave,BCH3125 Bldg, Boston, MA 02115 USA Harvard Med Sch, Boston Childrens Hosp, Computat Epidemiol Lab, Boston, MA USARader, Benjamin论文数: 0 引用数: 0 h-index: 0机构: Harvard Med Sch, Boston Childrens Hosp, Computat Epidemiol Lab, Boston, MA USA Bston Univ, Sch Publ Hlth, Boston, MA USA Harvard Med Sch, Boston Childrens Hosp, Computat Epidemiol Lab, Boston, MA USAAstley, Christina M.论文数: 0 引用数: 0 h-index: 0机构: Harvard Med Sch, Boston Childrens Hosp, Computat Epidemiol Lab, Boston, MA USA Harvard Med Sch, Boston Childrens Hosp, Div Endocrinol, Boston, MA USA Harvard Med Sch, Boston Childrens Hosp, Boston, MA USA Broad Inst MIT & Harvard, Cambridge, MA USA Harvard Med Sch, Boston Childrens Hosp, Computat Epidemiol Lab, Boston, MA USATian, Huaiyu论文数: 0 引用数: 0 h-index: 0机构: Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing, Peoples R China Beijing Normal Univ, Ctr Global Change & Publ Hlth, Beijing, Peoples R China Harvard Med Sch, Boston Childrens Hosp, Computat Epidemiol Lab, Boston, MA USA