Abstract:
OBJECTIVES:The aging of the population creates pressure on the healthcare systems in various ways. A massive increase of chronic disease conditions and age-related illness are predicted as the dominant forces driving the future health care. The objective of this paper is to present future research demands in pervasive healthcare with the goal to meet the healthcare challenges by paving the way for a pervasive, user-centered and preventive healthcare model. METHODS:This paper presents recent methodological approaches and proposes future research topics in three areas: i) pervasive, continuous and reliable long-term monitoring systems; ii) prevention through pervasive technology as a key element to maintain lifelong wellness; and iii) design and evaluation methods for ubiquitous, patient-centric technologies. RESULTS:Pervasive technology has been identified as a strong asset for achieving the vision of user-centered preventive healthcare. In order to make this vision a reality, new strategies for design, development and evaluation of technology have to find a common denominator and consequently interoperate. Moreover, the potential of pervasive healthcare technologies offers new opportunities beyond traditional disease treatment and may play a major role in prevention, e.g. motivate healthy behavior and disease prevention throughout all stages of life. In this sense, open challenges in future research have to be addressed such as the variability of health indicators between individuals and the manner in which relevant health indicators are provided to the users in order to maximize their motivation to mitigate or prevent unhealthy behaviors. Additionally, collecting evidence that pervasive technology improves health is seen as one of the toughest challenges. Promising approaches are recently introduced, such as "clinical proof-of-concept" and balanced observational studies. CONCLUSIONS:The paper concludes that pervasive healthcare will enable a paradigm shift from the established centralized healthcare model to a pervasive, user-centered and preventive overall lifestyle health management. In order to provide these new opportunities everywhere, anytime and to anyone, future research in the fields of pervasive sensing, pervasive prevention and evaluation of pervasive technology is inevitably needed.
journal_name
Methods Inf Medjournal_title
Methods of information in medicineauthors
Arnrich B,Mayora O,Bardram J,Tröster Gdoi
10.3414/ME09-02-0044subject
Has Abstractpub_date
2010-01-01 00:00:00pages
67-73issue
1eissn
0026-1270issn
2511-705Xpii
09-02-0044journal_volume
49pub_type
杂志文章abstract:OBJECTIVES:The filtered backprojection is not able to cope with metal-induced inconsistencies in the Radon space which leads to artifacts in reconstructed CT images. A new algorithm is presented that reduces the drawbacks of existing artifact reduction strategies. METHODS:Inconsistent projection data are bridged by di...
journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:10.1160/ME9041
更新日期:2007-01-01 00:00:00
abstract::Medical informaticians are multidisciplinary professionals responsible for developing complex technical systems. The aim of this study was to investigate how a code of ethics can help medical informaticians in avoiding design failures. An exploratory case study was performed to identify factors related to failure duri...
journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:1999-06-01 00:00:00
abstract:OBJECTIVES:To evaluate split selection instability in six survival tree algorithms and its relationship with predictive error by means of a bootstrap study. METHODS:We study the following algorithms: logrank statistic with multivariate p-value adjustment without pruning (LR), Kaplan-Meier distance of survival curves (...
journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:2006-01-01 00:00:00
abstract:OBJECTIVES:To identify factors associated with hospital length of stay (LOS) and to model variations in LOS within Diagnosis Related Groups (DRGs). METHODS:A proportional hazards frailty modelling approach is proposed that accounts for patient transfers and the inherent correlation of patients clustered within hospita...
journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:2001-01-01 00:00:00
abstract:BACKGROUND:Unsupervised home exercise is a major component of physical therapy (PT). This study proposes an inexpensive, inertial measurement unit-based wearable device to capture kinematic data to facilitate exercise. However, conveying and interpreting kinematic data to non-experts poses a challenge due to the comple...
journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:10.1055/s-0040-1710380
更新日期:2020-02-01 00:00:00
abstract:OBJECTIVES:Biomedical applications, such as analysis and management of mass spectrometry proteomics experiments, involve heterogeneous platforms and knowledge, massive data sets, and complex algorithms. Main requirements of such applications are semantic modeling of the experiments and data analysis, as well as high pe...
journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:2005-01-01 00:00:00
abstract::A problem of identifying the phase response curve of the myocardial pacemaker was investigated using a simple dynamic system model of cardiac arrhythmia. A hybrid optimization method of a genetic algorithm and a local optimization technique was employed to obtain a solution of the model fitting. The method was applied...
journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:1997-12-01 00:00:00
abstract::A rough-sets approach was applied to a data set consisting of animal study results and other compound characteristics to generate local and global (certain/possible) sets of rules for prediction of developmental toxicity in human subjects. A modified version of the rough-sets approach is proposed to allow the construc...
journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:1993-02-01 00:00:00
abstract:BACKGROUND:The cause-of-death register at the Southern Urals Biophysics Institute (SUBI), Ozyorsk, Russia, was established to document the number and causes of deaths in the Mayak workers cohort, which includes all persons (N = 22,377) employed at Mayak nuclear facility between 1948 and 1982. Most workers were occupati...
journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:10.3414/ME11-01-0049
更新日期:2012-01-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:10.3414/ME9126
更新日期:2008-01-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:1997-08-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:2007-01-01 00:00:00
abstract:OBJECTIVE:To present a geometric ruler to determine predictive values of binary diagnostic test results from prevalence, sensitivity and specificity without calculation. METHODS:On logarithmic scale the relationships between pre-/post-test odds and the likelihood ratio as well as sensitivity, specificity and the likel...
journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:10.3414/ME14-01-0091
更新日期:2015-01-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 临床试验,杂志文章
doi:10.3414/ME16-02-0002
更新日期:2017-03-23 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:10.3414/ME13-01-0093
更新日期:2014-01-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:1999-06-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:10.3414/ME10-01-0062
更新日期:2011-01-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:1993-04-01 00:00:00
abstract:OBJECTIVES:We discuss supervised classification techniques applied to medical diagnosis based on gene expression profiles. Our focus lies on strategies of adaptive model selection to avoid overfitting in high-dimensional spaces. METHODS:We introduce likelihood-based methods, classification trees, support vector machin...
journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:2005-01-01 00:00:00
abstract:BACKGROUND:For the statistical analysis of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) data, compartment models are a commonly used tool. By these models, the observed uptake of contrast agent in some tissue over time is linked to physiologic properties like capillary permeability and blood flow. Up ...
journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:10.3414/ME14-01-0131
更新日期:2016-01-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:2002-01-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:2003-01-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 临床试验,杂志文章
doi:10.3414/ME16-01-0141
更新日期:2017-10-26 00:00:00
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journal_title:Methods of information in medicine
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doi:
更新日期:1997-01-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:10.3414/ME13-01-0046
更新日期:2014-01-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:2001-03-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:1996-09-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:10.3414/ME11-02-0049
更新日期:2013-01-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:2001-07-01 00:00:00
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journal_title:Methods of information in medicine
pub_type: 杂志文章
doi:
更新日期:1997-02-01 00:00:00