Sağlık Hizmetlerinde Büyük Veri

Year 2018, Volume: 11 Issue: 2, 257 - 271, 25.04.2018

Selma Altındiş İlknur Kıran Morkoç

https://doi.org/10.25287/ohuiibf.366227

Cited By: 1

Abstract

Günümüzde bilgi ve iletişim
teknolojilerindeki gelişmelere paralel olarak üretilen, depolanan ve işlenen
veri miktarı her geçen gün artmaktadır. İnternet bağlantılı akıllı cihazların
(cep telefonu, bilgisayar, kamera vb.) ve internet uygulamalarının (sosyal
medya, e-posta vb.) kullanılması ile önemli boyutlarda veri üretilmektedir.
Yüksek boyutlarda üretilen bu verilerin klasik yöntemlerle depolanamaması ve
anlamlı hale getirilememesi durumu “büyük veri” kavramını ortaya çıkarmıştır.

Verinin değerinin her
geçen gün daha fazla anlaşılması, her alanda üretilen verilerin depolanmasına
ve analiz edilmesine yönelik çabalarında artmasına neden olmaktadır. Bu anlamda
büyük veri; e-ticaret, finansal hizmetler, kamu hizmetleri, eğitim, sağlık gibi
birçok alanda uygulanma imkânı bulmaktadır. Bu makalede günümüzde önemli bir
kavram olarak büyük veri, sağlık hizmetlerinde büyük veri ve kullanım alanları
hakkında bilgi verilmesi amaçlanmaktadır. 

Keywords

Büyük veri, sağlık hizmetleri, sağlık hizmetlerinde kalite

Big Data in Health Services

Abstract

Today,
depending on the developments in information and communication technologies,
the amount of data produced, stored and processed increases day by day. The use
of smart devices with internet connection (mobile phones, computers, cameras,
etc.) and internet applications (social media, e-mail, etc.) data is produced
in significant dimensions. The fact that these data cannot be stored and made
meaningful by classical methods reveals the concept called Big Data.

The value of the data
is becoming more and more understood every day, and produced data in various
fields must be stored and analyzed. Big Data has many applications in the field
of e-commerce, financial services, public services, education, and health. In
this study, it is aimed to give information about Big Data which is an
important concept today and Big Data in health services and usage fields in
health services.    

Keywords

Big data, healthcare services, usage fields

References

• Ağca, M. A. (2015). “Özelleştirilmiş Analitik Bulut Mimarilerinde Dağıtık Dosya Sistemleri İle Performans İyileştirilmesi”. TOBB Ekonomi ve Teknoloji Üniversitesi, Fen Bilimleri Enstitüsü, Bilgisayar Mühendisliği Ana Bilim Dalı Yüksek Lisans Tezi. Ankara.
• Atan, Suat (2016). “Veri, Büyük Veri ve İşletmecilik”. Balıkesir Üniversitesi Sosyal Bilimler Enstitüsü Dergisi, (35), 137-153.
• Bayrakçı, S. (2015). “Sosyal Bilimlerdeki Akademik Çalışmalarda Büyük Veri Kullanımı”. Marmara Üniversitesi Sosyal Bilimler Enstitüsü, Gazetecilik Anabilim Dalı, Bilişim Bilim Dalı Yüksek Lisans Tezi. İstanbul.
• Beyer M. A. and Laney, D. (2012). The Importance of “Big Data”: A Definition. Gartner report, pp. 1–9.
• Big Data Value Association BDV(2016). Big Data Technologies in Healthcare Needs, opportunities and challenges. http://www.bdva.eu/sites/default/files/Big%20Data%20Technologies%20in%20Healthcare.pdf Erişim Tarihi 22 Kasım 2016.
• Boyd D. and Crawford K. (2012). Information, Commun. Soc. 15, 662.
• Çadırcı Bilge Hilal (2009).“Organik Çözgenlere Tolerant Lipaz Üreticisi Mikroorganizmaların İzolasyonu”. Ege Üniversitesi Fen Bilimleri Enstitüsü Doktora Tezi, İzmir.
• Chen H., Chiang R., and Storey V. (2012). MIS Q. 36, 1165.
• De Mauro A., Marco Greco, M., Grimaldi, M. (2015).What is Big Data? A Consensual Definition and a Review of Key Research Topics. International Conference on Integrated Information (IC-ININFO 2014) AIP Conf. Proc. 1644, 97-104 (2015); doi: 10.1063/1.4907823
• Dinov Ivo D. (2016). “Volume and Value of Big Healthcare Data”. J Med Stat Inform. 2016; 4: . doi:10.7243/2053-7662-4-3.
• Dumbill E. (2013). Big Data. Vol. 1, No. 1: 1-2.
• Dülger, Ü. (2015). “Stratejik Büyük Veri Yönetiminin Yatırımlar Üzerindeki Etkileri”. İstanbul Üniversitesi, Fen Bilimleri Enstitüsü, Mühendislik Bilimleri Anabilim Dalı, Mühendislik Bilimleri Programı Yüksek Lisans Tezi. İstanbul.
• Fahim M, Idris M, Ali R, Nugent C, Kang B, Huh EN, Lee S. (2014). ATHENA: a personalized platform to promote an active lifestyle and wellbeing based on physical, mental and social health primitives. Sensors (Basel). 14(5): 9313-9329.
• Feldman, B., Martin, E.M., Skotnes, T. (2012). Data in Healthcare Hype and Hope, http://www.kmhealthcare.net/images/hypeandhope.pdf Erişim Tarihi: 22 Ekim 2017
• Ehrenstein, V., Nielsen, H., Pedersen, A. B., Johnsen, S. P., & Pedersen, L. (2017). Clinical epidemiology in the era of big data: new opportunities, familiar challenges. Clinical Epidemiology, 9, 245–250. http://doi.org/10.2147/CLEP.S129779
• Ellaway RH, Pusic MV, Galbraith RM, Cameron T. (2014). Developing the role of big data and analytics in health professional education. Med Teach. 36(3): 216-222.
• Gallagher J. Public Health England to launch largest cancer database [internet]. BBC News. 2013. Available at http://www.bbc. co.uk/news/health-22870352 (Erişim Tarihi 24 Kasım 2017).
• Gittelman, S., Lange, V., Gotway Crawford, C. A., Okoro, C. A., Lieb, E., Dhingra, S. S., & Trimarchi, E. (2015). A New Source of Data for Public Health Surveillance: Facebook Likes. Journal of Medical Internet Research, 17(4), e98. http://doi.org/10.2196/jmir.3970
• Groves P., Kayyali B., Knott D., Van Kuilen S. (2013). The “big data” revolution in healthcare: Accelerating Value and İnnovation. https://www.ghdonline.org/uploads/Big_Data_Revolution_in_health_care_2013_McKinsey_Report.pdf Erişim Tarihi 8 Aralık 2017
• Habl, C., Renner, AT., Bobek, J., Laschkolnig, Anja (2016). Study on Big Data in Public Health, Telemedine and Healthcare Final Report (December 2016). https://ec.europa.eu/health/sites/health/files/ehealth/docs/bigdata_report_en.pdf Erişim Tarihi 22 Kasım 2016.
• Harper E. (2014). Can big data transform electronic health records into learning health systems? In: Nursing Informatics 2014, Saranto K, Weaver CA, Chang P, eds. Amsterdam, The Netherlands: IOS Press; 2014.
• Hay SI, George DB, Moyes CL, Brownstein JS (2013). Big Data Opportunities for Global Infectious Disease Surveillance. PLoS Med 10(4): e1001413. https://doi.org/10.1371/journal.pmed.1001413
• Herland, M., Khoshgoftaar TM and Wald R(2014). “A review of data mining using big data in health informatics”. Journal Of Big Data.1(2). https://journalofbigdata.springeropen.com/track/pdf/10.1186/2196-1115-1-2?site=journalofbigdata.springeropen.com
• Hurwitz, J., Nugent, A., Halper, F. ve Kaufman, M. (2013). Big Data For Dummies. (1. Bs.). New Jersey: John Wiley & Sons.
• IHTT (2013). Transforming Health Care through Big Data Strategies for leveraging big data in the health care industry. 2013. http://c4fd63cb482ce6861463-http://c4fd63cb482ce6861463-bc6183f1c18e748a49b87a25911a0555.r93.cf2.rackcdn.com/iHT2_BigData_2013.pdf Erişim Tarihi: 22 Ekim 2017Ekim
• Ji Z, Ganchev I, O’Droma M, Zhang X, Zhang X. (2014). A cloud based X73 ubiquitous mobile healthcare system: design and implementation. Sci World J 2014; 2014(2014): 1-14.
• Kao RR, Haydon DT, Lycett SJ, Murcia PR. (2014). Supersize me: how whole-genome sequencing and big data are transforming epidemiology. Trends Microbiol. 22(5): 282-291
• Kim JH. (2014). Health avatar: an informatics platform for personal and private big data. Healthc Inform Res. 20 (1): 1-2.
• Krumholz HM. (2014). Big data and new knowledge in medicine: the thinking, training, and tools needed for a learning health system. Health Aff. 33(7): 1163-1170.
• Manyika J, Chui M, Brown B, Buhin J, Dobbs R, Roxburgh C, Byers AH. (2011). Big Data: The Next Frontier for Innovation, Competition, and Productivity. USA: McKinsey Global Institute. file:///C:/Users/Uzman/Downloads/MGI_big_data_full_report.pdf Erişim Tarihi: 22 Ekim 2017
• Mavandadi S, Dimitrov S, Feng S, Yu F, Yu R, Sikora U, Ozcan A. (2012). Crowd sourced BioGames: managing the big data problem for next generation lab o a chip platforms. Lab Chip. 12(20): 4102–4106
• Nash DB. (2014). Harnessing the power of big data in healthcare. Am Health Drug Benefits. 7(2): 69-70. Ola O, Sedig K. (2014). The challenge of big data in public health: an opportunity for visual analytics. Online J Public Health Inform. 5(3): 1–21.
• Olaranke, I. ve Oluwaseun, O. (2016). Big Data in Healthcare: Prospects, Challenges and Resolutions. FTC 2016 - Future Technologies Conference 2016 . 6-7 December 2016 . San Francisco, United States.
• Pentland A, Reid TG, Heibeck T.(2013). Big data and health: revolutionizing medicine and public health. 2013. http://kit.mit.edu/sites/default/files/documents/ WISH_BigData_Report.pdf (erişim tarihi 22 kasım 2017)
• Priyanka K, Kulennavar, N. (2014). Survey On Big Data Analytics In Health Care / (IJCSIT) International Journal of Computer Science and Information Technologies, Vol. 5 (4) , 2014, 5865-5868.
• Polat, M., Karahan A.G. (2009). Multidisipliner yeni bir bilim dalı: biyoinformatik ve tıpta uygulamaları. S.D.Ü. Tıp Fak. Derg. 16(3)/ 41-50.
• Raghupathi, W., & Raghupathi, V. (2014). Big data analytics in healthcare: promise and potential. Health Information Science and Systems, 2, 3. http://doi.org/10.1186/2047-2501-2-3
• Reeder-Hayes, KE., Troester, MA., Meyer, AM.(2017). Reducing Racial Disparities in Breast Cancer Care: The Role of 'Big Data' . Oncology Journal, 31(10). http://www.cancernetwork.com/breast-cancer/reducing-racial-disparities-breast-cancer-care-role-big-data
• Thomas, Rob and McSharry Patrick (2015). Big Data Revolution: What farmers, doctors and insurance agents teach us about discovering big data patterns. 1st Edition, Published by John Wiley Sons Inc, United States.
• Salas-Vega, S., Haimann, A., and Mossialos, E. (2015). Big Data and Health Care: Challenges and Opportunities for Coordinated Policy Development in the EU. Health Systems & Reform, 1(4):285–300.
• Sevli, O. ve Küçüksille, E.U. (2016). Türkçe Paylaşım Yapan Kullanıcılar İçin Sosyal Ağ Tabanlı Analiz ve Tavsiye Sistemi. Academic Platform Journal of Engineering and Science (APJES), IV-III, ss. 15-28.
• Stanford Medicine (2017). Health Trends Report: Harnessing the Power of Data in Health, July 2017. https://med.stanford.edu/content/dam/sm/sm-news/documents/StanfordMedicineHealthTrendsWhitePaper2017.pdf
• Ward JS and Barker A. (2013). Undefined By Data: A Survey of Big Data Definitions. arXiv:1309.5821v1 [cs.DB] 20 Sep 2013. https://arxiv.org/pdf/1309.5821.pdf
• Yengi, Y. (2016). “Büyük Veride Duygu Analizine Dayalı Öneri Sistemleri”. Kocaeli Üniversitesi, Fen Bilimleri Enstitüsü, Bilgisayar Mühendisliği Anabilim Dalı Yüksek Lisans Tezi. Kocaeli.
• Yılmaz, B., Bülbül, S., Atik, M. (2017). Büyük Verinin (Big Data) Muhasebe Üzerindeki Etkisi Ve Muhasebeye Sağladığı Katkıların İncelenmesi, Kara Harp Okulu Bilim Dergisi, Haziran 2017, 27 (1), 79-112.
• Yüzügüldü, M.Z. (2015). “İçerik Tabanlı Resim Arama Motoru”. Yıldız Teknik Üniversitesi, Fen Bilimleri Enstitüsü, Elektronik ve Haberleşme Mühendisliği Ana Bilim Dalı, Haberleşme Programı Yüksek Lisans Tezi. İstanbul.
• Zhang Y., Liu H., Su X., Jiang P., Dongfei Wei D. (2015). “Remote Mobile Health Monitoring System Based on Smart Phone and Browser/Server Structure”. Journal of Healthcare Engineering· Vol. 6 · No. 4 · 2015 Page 717–738.