{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,28]],"date-time":"2026-04-28T23:30:34Z","timestamp":1777419034675,"version":"3.51.4"},"reference-count":33,"publisher":"Wiley","license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/3.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Mobile Information Systems"],"published-print":{"date-parts":[[2015]]},"abstract":"<jats:p>Remote monitoring of heart disease provides the means to keep patients under continuous supervision. In this paper, we introduce the design and implementation of a remote monitoring medical system for heart failure prediction and management. The three-part system includes a patient-end for data collection, a medical data center as data storage and analysis, and a doctor-end to diagnosis and intervention. The main objective of the system is to prognose the occurrence risk of heart failure (HF) confirmed by the level of N-terminal prohormone of brain natriuretic peptide (NT-proBNP) based on the changes of the patients\u2019 (systolic and diastolic) blood pressure and body weight that are measured noninvasively in a home environment. The prediction of HF and non-HF patients was achieved by a structured support vector machine (SVM) classification algorithm. With the present system, we also proposed a scoring method to interpret the long-term risk of HF. We demonstrated the efficiency of the system with a pilot clinical study of 34 samples, where the NT-proBNP test was used to help train the prediction model as well as check the prediction results for our system. Results showed an accuracy of 79.4% for predicting HF on day 7 based on daily body weight and blood pressure data acquired over 30 days.<\/jats:p>","DOI":"10.1155\/2015\/406327","type":"journal-article","created":{"date-parts":[[2015,11,4]],"date-time":"2015-11-04T16:01:41Z","timestamp":1446652901000},"page":"1-12","source":"Crossref","is-referenced-by-count":6,"title":["A Remote Medical Monitoring System for Heart Failure Prognosis"],"prefix":"10.1155","volume":"2015","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5871-6229","authenticated-orcid":true,"given":"Liangqing","family":"Zhang","sequence":"first","affiliation":[{"name":"Shanxi Cardiovascular Hospital, Taiyuan 030000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Cuirong","family":"Yu","sequence":"additional","affiliation":[{"name":"First Hospital of Shanxi Medical University, Taiyuan 030000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chunrong","family":"Jin","sequence":"additional","affiliation":[{"name":"First Hospital of Shanxi Medical University, Taiyuan 030000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dajin","family":"Liu","sequence":"additional","affiliation":[{"name":"First Hospital of Shanxi Medical University, Taiyuan 030000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zongwen","family":"Xing","sequence":"additional","affiliation":[{"name":"Taiyuan City Central Hospital, Taiyuan 030000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qian","family":"Li","sequence":"additional","affiliation":[{"name":"Shanxi Cardiovascular Hospital, Taiyuan 030000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhinan","family":"Li","sequence":"additional","affiliation":[{"name":"Taiyuan Maixinyun Healthcare Management Co. 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