A Systematic Review of Nutrition Recommendation Systems: With Focus on Technical Aspects

Publish Year: 1398
نوع سند: مقاله ژورنالی
زبان: English
View: 28

This Paper With 12 Page And PDF Format Ready To Download

  • Certificate
  • من نویسنده این مقاله هستم

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این Paper:

شناسه ملی سند علمی:

JR_JBPE-9-6_002

تاریخ نمایه سازی: 30 دی 1402

Abstract:

Background: Nutrition informatics has become a novel approach for registered dietitians to practice in this field and make a profit for health care. Recommendation systems considered as an effective technology into aid users to adjust their eating behavior and achieve the goal of healthier food and diet. The purpose of this study is to review nutrition recommendation systems (NRS) and their characteristics for the first time.Material and Methods: The systematic review was conducted using a comprehensive selection of scientific databases as reference sources, allowing access to diverse publications in the field. The process of articles selection was based on the PRISMA strategy. We identified keywords from our initial research, MeSH database and expert’s opinion. Databases of PubMed, Web of Sciences, Scopus, Embase, and IEEE were searched. After evaluating, they obtained records from databases by two independent reviewers and inclusion and exclusion criteria were applied to each retrieved work to select those of interest. Finally, ۲۵ studies were included. Results: Hybrid recommender systems and knowledge-based recommender systems with ۴۰% and ۳۲%, respectively, were the mostly recommender types used in NRS. In NRS, rule-based and ontology techniques were used frequently. The frequented platform that applied in NRS was a mobile application with ۲۸%.Conclusion: If NRS was properly designed, implemented and finally evaluated, it could be used as an effective tool to improve nutrition and promote a healthy lifestyle. This study can help to inform specialists in the nutrition informatics domain, which was necessary to design and develop NRS.

Authors

Sh Abhari

PhD Candidate, Health Information Management Department, School of Allied Medical Sciences, Tehran University of Medical Sciences, Tehran, Iran

Reza Safdari

PhD, Professor, Health Information Management Department, School of Allied Medical Sciences, Tehran University of Medical Sciences, Tehran, Iran

K B Lankarani

MD, Professor, Health Policy Research Center, Institute of Health, Shiraz University of Medical Sciences, Shiraz, Iran

L Azadbakht

PhD, Professor, Department of Community Nutrition, School of Nutritional Sciences and Dietetics, Tehran University of Medical Sciences, Tehran, Iran

Sh R Niakan Kalhori

PhD, Associate Professor, Health Information Management Department, School of Allied Medical Sciences, Tehran University of Medical Sciences, Tehran, Iran

B Honarvar

MD, Associate Professor, Health Policy Research Center, Institute of Health, Shiraz University of Medical Sciences, Shiraz, Iran

S M Ayyoubzadeh

PhD Candidate, Health Information Management Department, School of Allied Medical Sciences, Tehran University of Medical Sciences, Tehran, Iran

Z Karbasi

PhD Candidate, Health Information Management Department, School of Allied Medical Sciences, Tehran University of Medical Sciences, Tehran, Iran\

S Zakerabasali

PhD Candidate, Health Information Management Department, School of Allied Medical Sciences, Tehran University of Medical Sciences, Tehran, Iran

Y Jalilpiran

PhD student, Department of Clinical Nutrition, School of Nutritional Sciences and Dietetics, Tehran University of Medical Sciences, Tehran, Iran

مراجع و منابع این Paper:

لیست زیر مراجع و منابع استفاده شده در این Paper را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود Paper لینک شده اند :
  • Cederholm T, Barazzoni R, Austin P, Ballmer P, Biolo G, ...
  • Organization WH. Diet, nutrition and the prevention of chronic diseases. ...
  • Organization WH. Diet, nutrition, and the prevention of chronic diseases. ...
  • Resilience B. The State Of Food Security And Nutrition In ...
  • Thompson B, Cohen MJ, Meerman J. World food insecurity and ...
  • North JC, Jordan KC, Metos J, Hurdle JF. Nutrition Informatics ...
  • Ayres EJ, Greer-Carney JL, Fatzinger McShane PE, Miller A, Turner ...
  • Bernstam EV, Smith JW, Johnson TR. What is biomedical informatics? ...
  • Trtovac D, Lee J. The Use of Technology in Identifying ...
  • Ayres EJ, Hoggle LB. ۲۰۱۱ nutrition informatics member survey. J ...
  • Hoggle LB, Michael MA, Houston SM, Ayres EJ. Nutrition informatics. ...
  • Ayres EJ, Hoggle LB. Advancing practice: using nutrition information and ...
  • Kuo SE, Lai HS, Hsu JM, Yu YC, Zheng DZ, ...
  • Buday R, Tapia R, Maze GR. Technology-driven dietary assessment: a ...
  • Kirk SF, Cade JE, Greenhalgh A. Dietitians and the internet: ...
  • Roberts S, Marshall AP, Gonzalez R, Chaboyer W. Technology to ...
  • Maunder K, Walton K, Williams P, Ferguson M, Beck E. ...
  • Deshpande S, Basil MD, Basil DZ. Factors influencing healthy eating ...
  • Schwartz C, Scholtens PA, Lalanne A, Weenen H, Nicklaus S. ...
  • Crovetto M, Valladares M, Espinoza V, Mena F, Onate G, ...
  • Tran TNT, Atas M, Felfernig A, Stettinger M. An overview ...
  • Leipold N, Madenach M, Schäfer H, Lurz M, Terzimehic N, ...
  • Norouzi S, Kamel Ghalibaf A, Sistani S, Banazadeh V, Keykhaei ...
  • Food recommender systems for diabetic patients: a narrative review [مقاله ژورنالی]
  • Ricci F, Rokach L, Shapira B. Introduction to recommender systems ...
  • Park DH, Kim HK, Choi IY, Kim JK. A literature ...
  • Robillard M, Walker R, Zimmermann T. Recommendation systems for software ...
  • Shani G, Gunawardana A. Evaluating recommendation systems. Recommender systems handbook: ...
  • Chen CH, Karvela M, Sohbati M, Shinawatra T, Toumazou C. ...
  • Chen R-C, Huang C-Y, Ting Y-H. A chronic disease diet ...
  • Rehman F, Khalid O, Bilal K, Madani SA. Diet-Right: A ...
  • Yang L, Hsieh CK, Yang H, Pollak JP, Dell N, ...
  • Bianchini D, De Antonellis V, De Franceschi N, Melchiori M. ...
  • Raj Kumar B, Latha K. DFRS: Diet food recommendation system ...
  • Espín V, Hurtado MV, Noguera M. Nutrition for Elder Care: ...
  • Oh Y, Choi A, Woo W. u-BabSang: a context-aware food ...
  • Ivaşcu T, Diniş A, Cincar K, editors. A Disease-driven Nutrition ...
  • Leipold N, Madenach M, Schäfer H, Lurz M, Terzimehic N, ...
  • Ali SI, Amin MB, Kim S, Lee S, editors. A ...
  • Xie J, Wang Q. A personalized diet and exercise recommender ...
  • Li C, Yang C, editors. The research and design of ...
  • Zenun Franco R, editor Online Recommender System for Personalized Nutrition ...
  • Bundasak S, editor A healthy food recommendation system by combining ...
  • Agapito G, Simeoni M, Calabrese B, Guzzi PH, Fuiano G, ...
  • Ge M, Ricci F, Massimo D, editors. Health-aware food recommender ...
  • Anggraini RNE, Rochimah S, Dalmi KD, editors. Mobile nutrition recommendation ...
  • Agapito G, Calabrese B, Care I, Falcone D, Guzzi PH, ...
  • Donciu M, Ionita M, Dascalu M, Trausan-Matu S, editors. The ...
  • Ueta T, Iwakami M, Ito T, editors. A recipe recommendation ...
  • Husain W, Wei LJ, Cheng SL, Zakaria N, editors. Application ...
  • Phanich M, Pholkul P, Phimoltares S, editors. Food recommendation system ...
  • Kim J-H, Lee J-H, Park J-S, Lee Y-H, Rim K-W, ...
  • Valdez AC, Ziefle M, Verbert K, Felfernig A, Holzinger A. ...
  • Lam XN, Vu T, Le TD, Duong AD, editors. Addressing ...
  • Kakihara M, editor Grasping a Global View of Smartphone Diffusion: ...
  • Wiechmann W, Kwan D, Bokarius A, Toohey SL. There’s an ...
  • Zhao J, Freeman B, Li M. Can Mobile Phone Apps ...
  • Hamine S, Gerth-Guyette E, Faulx D, Green BB, Ginsburg AS. ...
  • نمایش کامل مراجع