{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T23:35:26Z","timestamp":1783035326516,"version":"3.54.6"},"reference-count":113,"publisher":"Wiley","license":[{"start":{"date-parts":[[2020,7,13]],"date-time":"2020-07-13T00:00:00Z","timestamp":1594598400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Scientific Programming"],"published-print":{"date-parts":[[2020,7,13]]},"abstract":"<jats:p>Over the past decade, data recorded (due to digitization) in healthcare sectors have continued to increase, intriguing the thought about big data in healthcare. There already exists plenty of information, ready for analysis. Researchers are always putting their best effort to find valuable insight from the healthcare big data for quality medical services. This article provides a systematic review study on healthcare big data based on the systematic literature review (SLR) protocol. In particular, the present study highlights some valuable research aspects on healthcare big data, evaluating 34 journal articles (between 2015 and 2019) according to the defined inclusion-exclusion criteria. More specifically, the present study focuses to determine the extent of healthcare big data analytics together with its applications and challenges in healthcare adoption. Besides, the article discusses big data produced by these healthcare systems, big data characteristics, and various issues in dealing with big data, as well as how big data analytics contributes to achieve a meaningful insight on these data set. In short, the article summarizes the existing literature based on healthcare big data, and it also helps the researchers with a foundation for future study in healthcare contexts.<\/jats:p>","DOI":"10.1155\/2020\/5471849","type":"journal-article","created":{"date-parts":[[2020,7,13]],"date-time":"2020-07-13T23:39:07Z","timestamp":1594683547000},"page":"1-15","source":"Crossref","is-referenced-by-count":36,"title":["A Systematic Review of Healthcare Big Data"],"prefix":"10.1155","volume":"2020","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8902-1558","authenticated-orcid":true,"given":"Rakesh","family":"Raja","sequence":"first","affiliation":[{"name":"Department of Computer Science and Engineering, Birla Institute of Technology, Mesra, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Indrajit","family":"Mukherjee","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Birla Institute of Technology, Mesra, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bikash Kanti","family":"Sarkar","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Birla Institute of Technology, Mesra, India"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.5120\/15719-4622"},{"key":"3","volume":"6","year":"2001","journal-title":"META Group Research Note"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2014.01.015"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1109\/access.2018.2871769"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.25300\/misq\/2016\/40.3.02"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1186\/2047-2501-2-3"},{"issue":"6","key":"8","volume":"6","year":"2015","journal-title":"International Journal of Advanced Research in Computer Science"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1155\/2015\/639021"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1108\/lr-06-2015-0061"},{"issue":"4","key":"11","first-page":"5865","volume":"5","year":"2014","journal-title":"International Journal of Computer Science and Information Technologies"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1109\/access.2019.2941898"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1016\/j.bushor.2017.01.004"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2017.11.017"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1080\/03610926.2019.1622728"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijinfomgt.2014.10.007"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.23876\/j.krcp.2017.36.1.3"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2016.07.013"},{"key":"20","first-page":"193","volume-title":"Big data challenges and hazards modeling","year":"2018"},{"key":"21","doi-asserted-by":"publisher","DOI":"10.3844\/amjsp.2015.1.8"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1109\/access.2016.2613278"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1109\/access.2017.2764467"},{"key":"25","year":"2014"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.12968\/hmed.2014.75.11.637"},{"key":"27","doi-asserted-by":"publisher","DOI":"10.2139\/ssrn.2153269"},{"issue":"3","key":"28","first-page":"32","volume":"43","year":"2014","journal-title":"Applied Radiology"},{"key":"29","doi-asserted-by":"publisher","DOI":"10.1109\/access.2018.2859340"},{"key":"30","doi-asserted-by":"publisher","DOI":"10.1109\/jiot.2018.2855937"},{"key":"31","doi-asserted-by":"publisher","DOI":"10.1109\/tbme.2016.2573285"},{"key":"32","doi-asserted-by":"publisher","DOI":"10.1109\/rbme.2018.2825987"},{"key":"33","first-page":"14","volume":"2","year":"2012","journal-title":"Biomedical Computation Review"},{"key":"34","doi-asserted-by":"publisher","DOI":"10.18043\/ncm.75.3.195"},{"key":"35","doi-asserted-by":"publisher","DOI":"10.1007\/s40747-017-0040-1"},{"key":"36","doi-asserted-by":"publisher","DOI":"10.5815\/ijmecs.2017.10.01"},{"key":"38","first-page":"49","volume-title":"Modalities and data acquisition","year":"2009"},{"key":"39","doi-asserted-by":"publisher","DOI":"10.1109\/jbhi.2018.2879381"},{"key":"41","doi-asserted-by":"publisher","DOI":"10.1109\/mc.2015.77"},{"key":"42","doi-asserted-by":"publisher","DOI":"10.1080\/08839514.2016.1193714"},{"key":"43","doi-asserted-by":"publisher","DOI":"10.4258\/hir.2016.22.3.156"},{"key":"44","doi-asserted-by":"publisher","DOI":"10.1109\/tcad.2018.2801227"},{"key":"45","doi-asserted-by":"publisher","DOI":"10.1016\/j.bdr.2016.05.002"},{"key":"46","doi-asserted-by":"publisher","DOI":"10.1109\/jsyst.2015.2460747"},{"key":"47","doi-asserted-by":"publisher","DOI":"10.1109\/access.2017.2682640"},{"key":"48","doi-asserted-by":"publisher","DOI":"10.1109\/access.2019.2910224"},{"key":"49","doi-asserted-by":"publisher","DOI":"10.1109\/access.2018.2881001"},{"key":"50","doi-asserted-by":"publisher","DOI":"10.1109\/tpds.2019.2926979"},{"key":"51","doi-asserted-by":"publisher","DOI":"10.1109\/access.2018.2849822"},{"key":"52","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijinfomgt.2016.05.013"},{"key":"53","doi-asserted-by":"publisher","DOI":"10.26599\/bdma.2018.9020031"},{"key":"54","doi-asserted-by":"publisher","DOI":"10.1007\/s10586-014-0400-1"},{"key":"55","doi-asserted-by":"publisher","DOI":"10.1109\/access.2017.2694446"},{"key":"56","doi-asserted-by":"publisher","DOI":"10.1016\/j.eururo.2014.07.032"},{"key":"57","doi-asserted-by":"publisher","DOI":"10.1377\/hlthaff.2014.0147"},{"key":"59","doi-asserted-by":"publisher","DOI":"10.1016\/j.jchf.2014.04.008"},{"key":"60","year":"2015"},{"key":"61","doi-asserted-by":"publisher","DOI":"10.15265\/iy-2017-008"},{"key":"62","doi-asserted-by":"publisher","DOI":"10.1109\/jbhi.2018.2799198"},{"key":"63","first-page":"1","volume-title":"An introduction to artificial intelligence in behavioral and mental health care","year":"2016"},{"key":"64","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2019.103311"},{"key":"65","doi-asserted-by":"publisher","DOI":"10.1016\/j.techfore.2015.12.019"},{"key":"66","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijmedinf.2018.03.013"},{"key":"67","doi-asserted-by":"publisher","DOI":"10.2196\/medinform.5525"},{"key":"68","doi-asserted-by":"publisher","DOI":"10.1109\/access.2019.2936133"},{"key":"69","doi-asserted-by":"publisher","DOI":"10.1016\/j.jksuci.2017.12.007"},{"key":"70","doi-asserted-by":"publisher","DOI":"10.1109\/access.2018.2878254"},{"key":"71","doi-asserted-by":"publisher","DOI":"10.1109\/tii.2018.2883315"},{"key":"72","doi-asserted-by":"publisher","DOI":"10.1109\/access.2017.2783118"},{"key":"73","doi-asserted-by":"publisher","DOI":"10.17705\/1cais.03723"},{"key":"74","doi-asserted-by":"publisher","DOI":"10.17705\/1cais.03465"},{"key":"75","year":"2014"},{"key":"76","doi-asserted-by":"publisher","DOI":"10.1155\/2012\/276584"},{"key":"77","doi-asserted-by":"publisher","DOI":"10.1109\/jbhi.2018.2874081"},{"key":"78","doi-asserted-by":"publisher","DOI":"10.5120\/21395-4456"},{"key":"79","doi-asserted-by":"publisher","DOI":"10.1007\/s11227-017-2222-4"},{"key":"80","year":"2014"},{"key":"81","doi-asserted-by":"publisher","DOI":"10.1109\/access.2016.2516178"},{"key":"82","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2016.08.002"},{"key":"83","doi-asserted-by":"publisher","DOI":"10.1109\/jbhi.2015.2406883"},{"key":"84","first-page":"9906","volume":"4","year":"2016","journal-title":"IEEE Access"},{"key":"85","first-page":"1","volume":"1142","year":"2011","journal-title":"IDC Iview"},{"key":"87","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijmedinf.2017.07.002"},{"key":"88","doi-asserted-by":"publisher","DOI":"10.1016\/j.coisb.2017.04.012"},{"key":"90","doi-asserted-by":"publisher","DOI":"10.1016\/j.bdr.2017.06.001"},{"key":"91","year":"2012"},{"key":"92","year":"2011"},{"key":"93","doi-asserted-by":"publisher","DOI":"10.1016\/j.jksuci.2017.06.001"},{"key":"94","doi-asserted-by":"publisher","DOI":"10.1007\/s12045-016-0376-7"},{"key":"95","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.3578"},{"key":"96","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.3628"},{"key":"98","first-page":"1","volume-title":"Big data: challenges, opportunities, and realities","year":"2016"},{"key":"99","doi-asserted-by":"publisher","DOI":"10.1155\/2014\/712826"},{"key":"100","doi-asserted-by":"publisher","DOI":"10.1109\/access.2018.2889180"},{"key":"101","doi-asserted-by":"publisher","DOI":"10.1108\/ijhcqa-07-2014-0080"},{"key":"102","doi-asserted-by":"publisher","DOI":"10.1016\/j.bdr.2018.02.002"},{"key":"104","doi-asserted-by":"publisher","DOI":"10.1038\/nrcardio.2016.42"},{"key":"105","doi-asserted-by":"publisher","DOI":"10.1377\/hlthaff.2014.0041"},{"key":"106","doi-asserted-by":"publisher","DOI":"10.1109\/memb.2005.1463394"},{"key":"107","doi-asserted-by":"publisher","DOI":"10.1002\/pds.2343"},{"key":"108","volume":"233","year":"2007"},{"key":"109","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijrobp.2017.12.013"},{"key":"110","doi-asserted-by":"publisher","DOI":"10.1109\/jiot.2018.2850664"},{"key":"111","doi-asserted-by":"publisher","DOI":"10.1016\/b978-0-12-818146-1.00009-x"},{"key":"112","doi-asserted-by":"publisher","DOI":"10.1145\/2508037.2508048"},{"key":"113","doi-asserted-by":"publisher","DOI":"10.1056\/nejmp1006304"},{"key":"114","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocv102"},{"key":"115","doi-asserted-by":"publisher","DOI":"10.4137\/bii.s31559"},{"key":"116","doi-asserted-by":"publisher","DOI":"10.1016\/j.tele.2019.03.005"},{"key":"117","first-page":"149","volume-title":"Telemammography: a novel approach for early detection of breast cancer through wavelets based image processing and machine learning techniques","year":"2018"},{"key":"118","doi-asserted-by":"publisher","DOI":"10.1016\/j.compmedimag.2007.02.002"},{"key":"119","first-page":"133","volume-title":"Big data knowledge system in healthcare","year":"2017"},{"key":"120","doi-asserted-by":"publisher","DOI":"10.1016\/j.hlpt.2016.08.002"},{"key":"121","doi-asserted-by":"publisher","DOI":"10.1016\/j.socscimed.2019.112533"},{"key":"122","doi-asserted-by":"publisher","DOI":"10.1007\/s10796-016-9641-2"},{"key":"123","doi-asserted-by":"publisher","DOI":"10.1155\/2015\/370194"}],"container-title":["Scientific Programming"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2020\/5471849.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2020\/5471849.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2020\/5471849.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,7,13]],"date-time":"2020-07-13T23:39:15Z","timestamp":1594683555000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/sp\/2020\/5471849\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,7,13]]},"references-count":113,"alternative-id":["5471849","5471849"],"URL":"https:\/\/doi.org\/10.1155\/2020\/5471849","relation":{},"ISSN":["1058-9244","1875-919X"],"issn-type":[{"value":"1058-9244","type":"print"},{"value":"1875-919X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,7,13]]}}}