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Novel artificial neural network and linear regression based equation for estimating visceral adipose tissue volume
Institution:1. Department of Intensive Care Medicine, St John of God Subiaco Hospital, Perth, Australia;2. School of Medicine, University of Western Australia, Perth, Australia;3. Department of Surgery, St John of God Subiaco Hospital, Subiaco, Australia;4. School of Medicine, University of Western Australia, Perth, Australia;5. School of Veterinary and Life Sciences, Murdoch University, Perth, Australia;1. Marmara University, Faculty of Health Sciences, Department of Nutrition and Dietetics, 34854, Maltepe, Istanbul, Turkey;2. Fenerbahce University, Faculty of Health Sciences, Department of Nutrition and Dietetics, 34570, Silivri, Istanbul, Turkey;3. Ministry of Health, University of Health Sciences Sultan Abdulhamid Han Training and Research Hospital, 34718, Kadıköy, Istanbul, Turkey;4. Umraniye Training and Research Hospital, Department of Physical Therapy and Rehabilitation, 34764, Umraniye, Istanbul, Turkey;5. Medipol University, Department of Endocrinology and Metabolic Diseases, 34810, Beykoz, Istanbul, Turkey;1. Department of Food Science and Nutrition, Zhejiang Key Laboratory for Agro-Food Processing, Fuli Institute of Food Science, College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, Zhejiang, China;2. Department of Nutrition, School of Public Health, Department of Nutrition of Affiliated Second Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China;1. Department of Radiology, Leiden University Medical Center, Leiden, the Netherlands;2. Division of Endocrinology, Department of Medicine, Leiden University Medical Center, Leiden, the Netherlands;4. Division of Nephrology and Transplant Medicine, Department of Medicine, Leiden University Medical Center, Leiden, the Netherlands;3. Department of Internal Medicine, Radboud University Medical Center, Nijmegen, the Netherlands;1. State Key Laboratory of Oncogenes and Related Genes, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai 20025, PR China;2. State Key Laboratory of Medical Genomics, Shanghai Institute of Hematology, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China;3. Pôle de Recherches Sino-Françaisen Science Du Vivant et Génomique, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China;4. CAS Key Laboratory of Nutrition, Metabolism and Food Safety, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai 200031, China;1. Shanghai Jiao Tong University, China;2. Shanghai Jiao Tong University Affiliated Sixth People''s Hospital, China;3. The Hong Kong Institute of Education, China;4. Florida International University, USA
Abstract:
Keywords:Visceral adipose tissue  Artificial neural network  Magnetic resonance imaging  UK biobank  VA"}  {"#name":"keyword"  "$":{"id":"kwrd0035"}  "$$":[{"#name":"text"  "_":"visceral adipose tissue  BMI"}  {"#name":"keyword"  "$":{"id":"kwrd0045"}  "$$":[{"#name":"text"  "_":"body mass index  MRI"}  {"#name":"keyword"  "$":{"id":"kwrd0055"}  "$$":[{"#name":"text"  "_":"magnetic resonance imaging  CT"}  {"#name":"keyword"  "$":{"id":"kwrd0065"}  "$$":[{"#name":"text"  "_":"computer tomography  ANN"}  {"#name":"keyword"  "$":{"id":"kwrd0075"}  "$$":[{"#name":"text"  "_":"artificial neural network  BSA"}  {"#name":"keyword"  "$":{"id":"kwrd0085"}  "$$":[{"#name":"text"  "_":"body surface area  WC"}  {"#name":"keyword"  "$":{"id":"kwrd0095"}  "$$":[{"#name":"text"  "_":"waist circumference  HC"}  {"#name":"keyword"  "$":{"id":"kwrd0105"}  "$$":[{"#name":"text"  "_":"hip circumference  WHR"}  {"#name":"keyword"  "$":{"id":"kwrd0115"}  "$$":[{"#name":"text"  "_":"waist-hip ratio  eVAT"}  {"#name":"keyword"  "$":{"id":"kwrd0125"}  "$$":[{"#name":"text"  "_":"estimated VAT  RMSE"}  {"#name":"keyword"  "$":{"id":"kwrd0135"}  "$$":[{"#name":"text"  "_":"root mean sum of squared errors  MAE"}  {"#name":"keyword"  "$":{"id":"kwrd0145"}  "$$":[{"#name":"text"  "_":"mean absolute error  ROC"}  {"#name":"keyword"  "$":{"id":"kwrd0155"}  "$$":[{"#name":"text"  "_":"Receiver operating characteristics  AUC"}  {"#name":"keyword"  "$":{"id":"kwrd0165"}  "$$":[{"#name":"text"  "_":"area under the ROC curve
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