A systematic literature review on obesity: Understanding the causes & consequences of obesity and reviewing various machine learning approaches used to predict obesity.
Reads0
Chats0
TLDR
In this paper, the authors conducted a systematic literature review to examine obesity research and machine learning techniques for the prevention and treatment of obesity from 2010 to 2020, and identified 93 papers from the review articles as primary studies from an initial pool of over 700 papers addressing obesity.About:
This article is published in Computers in Biology and Medicine.The article was published on 2021-08-16 and is currently open access. It has received 75 citations till now. The article focuses on the topics: Public health & Overweight.read more
Citations
More filters
Journal ArticleDOI
Applications of ML/DL in the management of smart cities and societies based on new trends in information technologies: A systematic literature review
TL;DR: In this paper , the authors discuss different research issues and possible research paths in which the aforementioned techniques might help materialize the smart city notion and offer a better understanding of the fundamentals of smart city and society management, the most recent developments and breakthroughs in this field, the benefits and drawbacks of existing methods, and areas that require further investigation and consideration.
Journal ArticleDOI
A Hybrid Deep Learning Model for Brain Tumour Classification
Mohammed Rasool,Nor Azman Ismail,Wadii Boulila,Adel Ammar,Hussein Samma,Wael M. S. Yafooz,Abdel H Emara +6 more
TL;DR: This work introduced a new hybrid CNN-based architecture to classify three brain tumour types through MRI images to assist radiologists in tumour diagnostics using magnetic resonance imaging images without invasive procedures.
Journal ArticleDOI
Gut Microbiota: Therapeutic Targets of Ginseng Against Multiple Disorders and Ginsenoside Transformation
Zhao-Ming Chen,Zepeng Zhang,Jiaqi Liu,Hongyu Qi,Jing Li,Jinjin Chen,Qingxia Huang,Qing Liu,Jia Mi,Xiangyan Li +9 more
TL;DR: Overall, ginseng can regulate gut microbiome diversity, further affect the synthesis of secondary metabolites, as well as promote the transformation of ginsenosides for improving the absorptivity of gINSenosides.
Journal ArticleDOI
Anti-adipogenic activity of maackiain and ononin is mediated via inhibition of PPARγ in human adipocytes.
Saveta G Mladenova,Martina S. Savova,Andrey S. Marchev,Claudio Ferrante,Giustino Orlando,Martin Wabitsch,Milen I. Georgiev +6 more
TL;DR: In this article , the anti-adipogenic capacity of Ononis spinosa L. roots (OSR) and its secondary metabolites ononin (ONON) and maackiain (MACK) was examined in an in vitro model of obesity.
Journal ArticleDOI
Anti-Diabesity Middle Eastern Medicinal Plants and Their Action Mechanisms
TL;DR: The aim of this review is to systematize published scientific data dealing with the efficiency of active ingredients or extracts from Middle Eastern medicinal plants and diet in the management of diabesity and its complications.
References
More filters
Obesity : Preventing and managing the global epidemic
D. S. Akram,Arne Astrup,T. Atinmo,J. L. Boissin,George A. Bray,K. Carroll,P. Chitson,C. Chunming,William H. Dietz,James O. Hill,Eric Jéquier,C. Komodiki,Yuji Matsuzawa,W. F. Mollentze,K. Moosa,M.I. Noor,K.S. Reddy,Jacob C. Seidell,V. Tanphaichitr,Ricardo Uauy,Paul Zimmet +20 more
Journal ArticleDOI
Health Effects of Overweight and Obesity in 195 Countries over 25 Years.
Ashkan Afshin,Mohammad H. Forouzanfar,Marissa B Reitsma,Patrick J Sur,Kara Estep,Alexander Lee,Laurie B. Marczak,Ali H. Mokdad,Maziar Moradi-Lakeh,Mohsen Naghavi,Joseph Salama,Theo Vos,Kalkidan Hassen Abate,Cristiana Abbafati,Muktar Beshir Ahmed,Ziad Al-Aly,Ziad Al-Aly,Ala'a Alkerwi,Rajaa Al-Raddadi,Azmeraw T. Amare,Alemayehu Amberbir,Adeladza Kofi Amegah,Erfan Amini,Stephen M. Amrock,Stephen M. Amrock,Stephen M. Amrock,Ranjit Mohan Anjana,Johan Ärnlöv,Hamid Asayesh,Amitava Banerjee,Aleksandra Barac,Estifanos Baye,Derrick A Bennett,Addisu Shunu Beyene,Addisu Shunu Beyene,Sibhatu Biadgilign,Stan Biryukov,Espen Bjertness,Espen Bjertness,Dube Jara Boneya,Ismael R. Campos-Nonato,Juan Jesus Carrero,Pedro Cecilio,Kelly Cercy,Liliana G Ciobanu,Liliana G Ciobanu,Leslie Cornaby,Solomon Abrha Damtew,Solomon Abrha Damtew,Lalit Dandona,Rakhi Dandona,Samath D Dharmaratne,Bruce Bartholow Duncan,Babak Eshrati,Alireza Esteghamati,Valery L. Feigin,Valery L. Feigin,João C. Fernandes,Thomas Fürst,Tsegaye Tewelde Gebrehiwot,Audra L Gold,Philimon Gona,Philimon Gona,Atsushi Goto,Tesfa Dejenie Habtewold,Kokeb T. Hadush,Nima Hafezi-Nejad,Simon I. Hay,Masako Horino,Farhad Islami,Ritul Kamal,Amir Kasaeian,Srinivasa Vittal Katikireddi,Andre Pascal Kengne,Chandrasekharan Nair Kesavachandran,Yousef Khader,Young-Ho Khang,Jagdish Khubchandani,Jagdish Khubchandani,Daniel Kim,Yun Jin Kim,Yohannes Kinfu,Soewarta Kosen,Tiffany Ku,Barthelemy Kuate Defo,Anil Kumar,Heidi J. Larson,Mall Leinsalu,Xiaofeng Liang,Stephen S Lim,Patrick Liu,Alan D. Lopez,Rafael Lozano,Azeem Majeed,Azeem Majeed,Reza Malekzadeh,Deborah Carvalho Malta,Mohsen Mazidi,Colm McAlinden,Stephen T. McGarvey,Desalegn Tadese Mengistu,George A. Mensah,Gert B. M. Mensink,Haftay Berhane Mezgebe,Erkin M. Mirrakhimov,Ulrich O Mueller,Jean Jacques Noubiap,Carla Makhlouf Obermeyer,Felix Akpojene Ogbo,Mayowa O. Owolabi,George C Patton,Farshad Pourmalek,Mostafa Qorbani,Anwar Rafay,Rajesh Kumar Rai,Chhabi Lal Ranabhat,Nikolas Reinig,Saeid Safiri,Joshua A. Salomon,Juan Sanabria,Itamar S. Santos,Benn Sartorius,Monika Sawhney,Josef Schmidhuber,Josef Schmidhuber,Aletta E. Schutte,Maria Inês Schmidt,Sadaf G. Sepanlou,Moretza Shamsizadeh,Sara Sheikhbahaei,Min Jeong Shin,Min Jeong Shin,Rahman Shiri,Ivy Shiue,Hirbos Shore Roba,Hirbos Shore Roba,Diego Augusto Santos Silva,Jonathan I. Silverberg,Jasvinder A. Singh,Jasvinder A. Singh,Saverio Stranges,Soumya Swaminathan,Rafael Tabarés-Seisdedos,Fentaw Tadese,Bemnet Amare Tedla,Balewgizie Sileshi Tegegne,Abdullah Sulieman Terkawi,Jarnail Singh Thakur,Marcello Tonelli,Roman Topor-Madry,Stefanos Tyrovolas,Kingsley N. Ukwaja,Olalekan A. Uthman,Masoud Vaezghasemi,Tommi Vasankari,Vasiliy Victorovich Vlassov,Stein Emil Vollset,Elisabete Weiderpass,Andrea Werdecker,Joshua Wesana,Ronny Westerman,Yuichiro Yano,Naohiro Yonemoto,Gerald Yonga,Zoubida Zaidi,Zerihun Menlkalew Zenebe,Ben Zipkin,Christopher J L Murray +167 more
TL;DR: The rapid increase in the prevalence and disease burden of elevated BMI highlights the need for continued focus on surveillance of BMI and identification, implementation, and evaluation of evidence‐based interventions to address this problem.
Journal ArticleDOI
The Epidemiology of Obesity: A Big Picture
Adela Hruby,Frank B. Hu +1 more
TL;DR: The extent of the obesity epidemic, its risk factors—known and novel—, sequelae, and economic impact across the globe are discussed.
Journal ArticleDOI
Predicting the Future - Big Data, Machine Learning, and Clinical Medicine.
TL;DR: The algorithms of machine learning, which can sift through vast numbers of variables looking for combinations that reliably predict outcomes, will improve prognosis, displace much of the work of radiologists and anatomical pathologists, and improve diagnostic accuracy.
Journal ArticleDOI
Predicting adult obesity from childhood obesity: a systematic review and meta‐analysis
TL;DR: Investigating the ability of simple measures of childhood obesity such as body mass index (BMI) to predict future obesity in adolescence and adulthood found that obese children and adolescents were around five times more likely to be obese in adulthood than those who were not obese.
Related Papers (5)
Prevention of Overweight and Obesity: How Effective is the Current Public Health Approach
Ruth Chan,Jean Woo +1 more