Redefining the Use of Big Data in Urban Health for Increased Liveability in Smart Cities
Abstract
:1. Introduction
2. Urban Health and the Emergence of Data
3. Classification of Urban Health & Medical Data
4. An Agenda for Redefining Urban Health
5. Conclusions
Author Contributions
Funding
Conflicts of Interest
References
- Allam, Z. Building a conceptual framework for smarting an existing city in Mauritius: The case of port louis. J. Biourbanism 2017, 4, 103–121. [Google Scholar]
- Allam, Z.; Newman, P. Redefining the smart city: Culture, metabolism & governance. Smart Cities 2018, 1, 4–25. [Google Scholar]
- Allam, Z.; Dhunny, Z.A. On big data, artificial intelligence and smart cities. Cities 2019, 89, 80–91. [Google Scholar] [CrossRef]
- Allam, Z. Contextualising the smart city for sustainability and inclusivity. New Des. Ideas 2018, 2, 124–127. [Google Scholar]
- Bačić, Ž.; Jogun, T.; Majić, I. Integrated Sensor Systems for Smart Cities. Tehnički Vjesnik 2018, 25, 277–284. [Google Scholar]
- McKinsey&Company. Smart Cities: Digital Solutions for a More Liveable Future; McKinsey&Company: Brussel, Belgium, 2018; pp. 1–152. [Google Scholar]
- Allam, Z. On smart contracts and organisational performance: A review of smart contracts through the blockchain technology. Rev. Econ. Bus. Stud. 2018, 11, 137–156. [Google Scholar] [CrossRef]
- Allam, Z.; Dhunny, Z.A.; Siew, G.; Jones, D. Towards smart urban regeneration: Findings of an urban footprint survey in Port Louis, Mauritius. Smart Cities 2018, 1, 121–133. [Google Scholar] [CrossRef]
- Cook, D.J.; Duncan, G.; Sprint, G.; Fritz, R.L. Using Smart City Technology to Make Healthcare Smarter. Proc. IEEE 2018, 106, 708–722. [Google Scholar] [CrossRef]
- Huang, Q.; Wang, L.; Yang, Y. Secure and Privacy-Preserving Data Sharing and Collaboration in Mobile Healthcare Social Networks of Smart Cities. Hindawi Secur. Commun. Netw. 2017, 2017, 6426495. [Google Scholar] [CrossRef]
- Huang, H.; Gong, T.; Ye, N.; Wang, R.; Dou, Y. Private and Secure medical data transmission and analysis for wireless sensing healthcare systems. IEEE Trans. Ind. Inf. 2017, 13, 1227–1237. [Google Scholar] [CrossRef]
- Garau, C.; Pavan, V.M. Evaluating Urban Quality: Indicators and Assessment Tools for Smart Sustainable Cities. Sustainability 2018, 10, 575. [Google Scholar] [CrossRef]
- Caird, S.P.; Hallett, S.H. Towards evaluating desing for smart city development. J. Urban Des. 2018, 24, 188–209. [Google Scholar] [CrossRef]
- Ibrahim, M.; El-Zaart, A.; Adams, C. Smart Sustainable Cities roadmap: Readiness for transformation towards urban sustainability. Sustain. Cities Soc. 2018, 37, 530–540. [Google Scholar] [CrossRef]
- Silva, B.N.; Khan, M.; Han, K. Towards sustainable smart cities: A review of trends, architecutures, components, and open challenges in smart cities. Sustain. Cities Soc. 2018, 38, 697–713. [Google Scholar] [CrossRef]
- Allam, M.Z. Redefining Thesmart City: Culture, Metabolism and Governance. Case Study of Port Louis, Mauritius; Curtin University: Perth, Australia, 2018. [Google Scholar]
- Islam, M.; Hasan, M.; Wang, X.; Germack, H.; Noor-E-Alam, M. A Systematic Review on Healthcare Analytics: Application and Theoritical Perspective of Data Mining. Healthcare 2018, 6, 54. [Google Scholar] [CrossRef] [PubMed]
- Bayne, L.E. Big Data in Neonatal Health Care: Big Reach, Big Reward? Crit. Care Nurs. Clin. N. Am. 2018, 30, 481–497. [Google Scholar] [CrossRef]
- Arjan, J.; de Visser, G.M.; Elena, S.F.; Fragata, I.; Matuszewski, S. The utility of fitness landscapes and big data for predicting evolution. Heredity 2018, 121, 401–405. [Google Scholar] [Green Version]
- Ristevski, B.; Chen, M. Big Data Analytics in Medicine and Healthcare. J. Integr. Bioinform. 2018, 15, 20170030. [Google Scholar] [CrossRef]
- Fatt, Q.K.; Ramadas, A. The Usefulness and Challenges of Big Data in Healthcare. J. Healthc. Commun. 2018, 3, 21–25. [Google Scholar] [CrossRef]
- Senthilkumar, S.A.; Rai, B.K.; Meshram, A.A.; Gunasekaran, A.; Chandrakumarmangalam, S. Big Data in Healthcare Management: A Review of Literature. Am. J. Theor. Appl. Bus. 2018, 4, 57–69. [Google Scholar]
- Schlick, C.J.; Castles, J.P.; Bentrem, D.J. Utilizing Big Data in Cancer Care. Surg. Oncol. Clin. N. Am. 2018, 27, 641–652. [Google Scholar] [CrossRef] [PubMed]
- See, H.-Q.; Chan, J.-N.; Ling, S.-J.; Gan, S.-C.; Leong, C.-O.; Mai, C.-W. Advancing Pharmacy Service using Big Data—Are We Fully Utilising the Big Data’s Potential Yet? J. Pharm. Pharm. Sci. 2018, 21, 217–221. [Google Scholar] [CrossRef] [PubMed]
- Mehta, N.; Pandit, A. Concurrence of big data analytics and healthcare: A systematic review. Int. J. Med. Inf. 2018, 114, 57–65. [Google Scholar] [CrossRef] [PubMed]
- Greenaway, C.; Castelli, F. Migration medicine. Infect. Dis. Clin. N. Am. 2019, 33, 265–287. [Google Scholar] [CrossRef]
- Azmak, O.; Bayer, H.; Caplin, A.; Glimcher, P.; Koonin, S.; Patrinos, A. Using Big Data to Understand the Human Condition: The Kavli HUMAN Project. Big Data 2015, 3, 173–188. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Moustafa, A.A.; Diallo, T.M.O.; Amoroso, N.; Zaki, N.; Hassan, M.; Alashwal, H. Applying Big Data Methods to Understanding Human Behavior and Health. Front. Comput. Neurosci. 2018, 12, 84. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- José, R.S.; Pérez, J.L.; Pérez, L.; Maria, R.; Barras, G. Effects of climate change on the health of citizens modelling urban weather and air pollution. Energy 2018, 165, 53–62. [Google Scholar] [CrossRef]
- Liu1, L.; Yang, X.; Wang, M.; Yong Long, H.S.; Nie, Y.; Chen, L.; Guo, H.; Jia, F.; Nelson, J.; Song, G.; et al. Climate Change, Air Quality and Urban Health: Evidence from Urban Air Quality Surveillance System in 161 Cities of China 2014. J. Geosci. Environ. Prot. 2018, 6, 117–130. [Google Scholar] [CrossRef] [Green Version]
- Nadrian, H.; Taghdisi, M.H.; Aghemiri, M.; Khazaee-Pool, M.; shojaeizadeh, D. Impacts of Urban Traffic Jams on Physical Health of Residents from the Inhabitants ’Perspective in Sanandaj City: A Qualitative Study. J. Health Educ. Health Promot. 2017, 5, 345–358. [Google Scholar] [CrossRef]
- Nayak, J. Round the Clock Vehicle Emission Monitoring using IoT for Smart Cities. Int. J. Adv. Comput. Sci. Appl. 2018, 9, 616–619. [Google Scholar] [CrossRef]
- Hanckle, G.P.; Silva Bde, C.; Hackle, H.P. The role of Advanced Sensing in Smart Cities. Sensors 2013, 13, 393–425. [Google Scholar] [CrossRef] [PubMed]
- Alvear, O.; Calafate, C.T.; Cano, J.C.; Manzoni, P. Crowdsensing in Smart Cities: Overview, Platforms, and Environmental Sensing Issues. Sensors 2018, 18, 460. [Google Scholar] [CrossRef] [PubMed]
- Wong, M.S.; Wang, T.; Ho, H.C.; Kwok, C.Y.T.; Lu, K. Towards a Smart City: Development and Application of an Improved Integrated Environmental Monitoring System. Sustainability 2018, 10, 623. [Google Scholar] [CrossRef]
- Peckens, C.; Porter, C.; Rink, T. Wireless Sensor Networks for Long-Term Monitoring of Urban Noise. Sensors 2018, 18, 3161. [Google Scholar] [CrossRef] [PubMed]
- Segura-Garcia, J.; Felici-Castell, S.; Perez-Solano, J.J.; Navarro, J.M.; Cobos, M. Low-Cost Alternatives for Urban Noise Nuisance Monitoring Using Wireless Sensor Networks. IEEE Sens. J. 2015, 15, 836–844. [Google Scholar] [CrossRef]
- Zhao, Z.; Wang, J.; Fu, C.; Liu, Z.; Liu, D.; Li, B. Design of a Smart Sensor Network System for Real-Time Air Quality Monitoring on Green Roof. J. Sens. 2018, 2018, 1987931. [Google Scholar] [CrossRef]
- Deo, R.C.; Downs, N.; Parisi, A.V.; Adamowski, J.F.; Quilty, J.M. Very short-term reactive forecasting of the solar ultraviolet index using an extreme learning machine integrated with the solar zenith angle. Environ. Res. 2017, 155, 141–166. [Google Scholar] [CrossRef]
- Ekeu-wei, I.T.; Azuma, K.I.; Ogunmuyiwa, F.B.B. Assessement of Environmental Impact of Solid Waste Dumpsites Using Remote Sensing. Niger. J. Technol. 2018, 37, 275–285. [Google Scholar] [CrossRef]
- Lopez, A.D.; Mathers, C.D.; Ezzati, M.; Jamison, D.T.; Murray, C.J. Global and regional burden of disease and risk factors, 2001: Systematic analysis of population health data. Lancet (London) 2006, 367, 1747–1757. [Google Scholar] [CrossRef]
- Corburn, J. Confronting the Challenges in Reconnecting Urban Planning and Public Health. Am. J. Public Health 2004, 94, 541–546. [Google Scholar] [CrossRef]
- Northridge, M.E.; Sclar, E. A Joint Urban Planning and Public Health Framework: Contributions of Health Impact Assessment. Am. J. Public Health 2003, 93, 118–121. [Google Scholar] [CrossRef] [PubMed]
- Rojas-Rueda, D.; Audrey de Nazelle, M.T.; Nieuwenhuijsen, M.J. The Health Risks and Benefits of Cycling in Urban Environments Compared with Car Use: Health Impact Assessment Study. BMJ Open 2011, 343, d4521. [Google Scholar] [CrossRef] [PubMed]
- Liu, N.; Yen, C.; Fang, Z.-Y.; Tate, J.E.; Jiang, B.; Parashar, U.D.; Zeng, G.; Duan, Z.-J. Projected health impact and cost-effectiveness of rotavirus vaccination among children <5 years of age in China. Vaccine 2012, 30, 6940–6945. [Google Scholar]
- Tashayo, B.; Alimohammadi, A.; Sharif, M. A Hybrid Fuzzy Inference System Based on Dispersion Model for Quantitative Environmental Health Impact Assessment of Urban Transportation Planning. Sustainability 2017, 9, 134. [Google Scholar] [CrossRef]
- Hayajneh, W.A.; Daniels, V.J.; James, C.K.; Kanıbir, M.N.; Pilsbury, M.; Marks, M.; Goveia, M.G.; Elbasha, E.H.; Dasbach, E.; Acosta, C.J. Public health impact and cost effectiveness of routine childhood vaccination for hepatitis a in Jordan: A dynamic model approach. BMC Infect. Dis. 2018, 18, 119. [Google Scholar] [CrossRef] [PubMed]
- Guttikunda, S.K.; Khaliquzzaman, M. Health benefits of adapting cleaner brick manufacturing technologies in Dhaka, Bangladesh. Air Qual. Atmos. Health 2014, 7, 103–112. [Google Scholar] [CrossRef]
- Mueller, N.; Rojas-Rueda, D.; Basagaña, X.; Cirach, M.; Cole-Hunter, T.; Dadvand, P.; Donaire-Gonzalez, D.; Foraster, M.; Gascon, M.; Martinez, D.; et al. Urban and Transport Planning Related Exposures and Mortality: A Health Impact Assessment for Cities. Environ. Health Perspect. 2017, 125, 89–96. [Google Scholar] [CrossRef]
- Tainio, M.; Monsivais, P.; Jones, N.R.V.; Brand, C.; Woodcock, J. Mortality, greenhouse gas emissions and consumer cost impacts of combined diet and physical activity scenarios: A health impact assessment study. BMJ Open 2017, 7, e014199. [Google Scholar] [CrossRef]
- Zapata-Diomedi, B.; Herrera, A.M.; Veerman, J.L. The effects of built environment attributes on physical activity-related health and health care costs outcomes in Australia. Health Place 2016, 42, 19–29. [Google Scholar] [CrossRef] [Green Version]
- Joffe, M.; Mindell, J. A framework for the evidence base to support Health Impact Assessment. J. Epidemiol. Commun. Health 2002, 56, 132. [Google Scholar] [CrossRef]
- Hough, R.L.; Breward, N.; Young, S.D.; Crout, N.M.J.; Tye, A.M.; Moir, A.M.; Thornton, I. Assessing potential risk of heavy metal exposure from consumption of home-produced vegetables by urban populations. Environ. Health Perspect. 2004, 112, 215–221. [Google Scholar] [CrossRef] [PubMed]
- Barreto, M.L.; Milroy, C.A.; Strina, A.; Prado, M.S.; Leite, J.P.; Ramos, E.A.; Ribeiro, H.; Alcantara-Neves, N.M.; Teixeira Mda, G.; Rodrigues, L.C.; et al. Community-based monitoring of diarrhea in urban Brazilian children: Incidence and associated pathogens. Trans. R. Soc. Trop. Med. Hyg. 2006, 100, 234–242. [Google Scholar] [CrossRef] [PubMed]
- Woodcock, J.; Givoni, M.; Morgan, A.S. Health Impact Modelling of Active Travel Visions for England and Wales Using an Integrated Transport and Health Impact Modelling Tool (ITHIM). PLoS ONE 2013, 8, e51462. [Google Scholar] [CrossRef] [PubMed]
- Ongel, A.; Sezgin, F. Assessing the effects of noise abatement measures on health risks: A case study in Istanbul. Environ. Impact Assess. Rev. 2016, 56, 180–187. [Google Scholar] [CrossRef]
- Li, Y.; Crawford-Brown, D.J. Assessing the co-benefits of greenhouse gas reduction: Health benefits of particulate matter related inspection and maintenance programs in Bangkok, Thailand. Sci. Total Environ. 2011, 409, 1774–1785. [Google Scholar] [CrossRef] [PubMed]
- Allam, Z.; Jones, D.S. Attracting investment by introducing the city as a special economic zone: A perspective from Mauritius. Urban Res. Pract. 2019, 1–7. [Google Scholar] [CrossRef]
Relative Humidity | Emissions | Temperature | Wind | Precipitation | Traffic Emissions & Casualties | Waste | Water Quality | Noise | UV Index | |
---|---|---|---|---|---|---|---|---|---|---|
José, et al. [29] | x | X | ||||||||
Liu1, et al. [30] | x | X | X | X | ||||||
Nadrian, et al. [31] | X | X | ||||||||
Nayak [32] | X | X | ||||||||
McKinsey & Company [6] | X | X | X | X | X | X | X | X | ||
Hanckle, et al. [33] | X | X | ||||||||
Alvear, et al. [34] | X | X | ||||||||
Wong, et al. [35] | X | X | X | X | X | |||||
Peckens, et al. [36] | X | |||||||||
Segura-Garcia, et al. [37] | X | |||||||||
Zhao, et al. [38] | X | X | X | X | ||||||
Deo, et al. [39] | X | |||||||||
Ekeu-wei, et al. [40] | X | X | ||||||||
Bačić, Jogun and Majić [5] | X | X | X | X | X | X | X | X | X | X |
Noncommunicable Diseases Diagnosis | Communicable Diseases Diagnosis | Disease Specific Mortality | Total Mortality | Hospital Admissions | Outpatient Visits | Emergency Visits | WASH | Physical Activity | Nutrition | |
---|---|---|---|---|---|---|---|---|---|---|
Liu, et al. [45] | x | x | x | |||||||
Tashayo, et al. [46] | x | x | ||||||||
Hayajneh, et al. [47] | x | |||||||||
Guttikunda and Khaliquzzaman [48] | x | x | x | x | ||||||
Rojas-Rueda, Audrey de Nazelle and Nieuwenhuijsen [44] | x | x | ||||||||
Mueller, et al. [49] | x | x | ||||||||
Tainio, et al. [50] | x | x | x | |||||||
Zapata-Diomedi, et al. [51] | x |
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Allam, Z.; Tegally, H.; Thondoo, M. Redefining the Use of Big Data in Urban Health for Increased Liveability in Smart Cities. Smart Cities 2019, 2, 259-268. https://doi.org/10.3390/smartcities2020017
Allam Z, Tegally H, Thondoo M. Redefining the Use of Big Data in Urban Health for Increased Liveability in Smart Cities. Smart Cities. 2019; 2(2):259-268. https://doi.org/10.3390/smartcities2020017
Chicago/Turabian StyleAllam, Zaheer, Houriiyah Tegally, and Meelan Thondoo. 2019. "Redefining the Use of Big Data in Urban Health for Increased Liveability in Smart Cities" Smart Cities 2, no. 2: 259-268. https://doi.org/10.3390/smartcities2020017