Abstract:
:Obesity is a chronic disease with an increasing impact on the world's population. In this work, we present a method of identifying obesity automatically using text mining techniques and information related to body weight measures and obesity comorbidities. We used a dataset of 3015 de-identified medical records that contain labels for two classification problems. The first classification problem distinguishes between obesity, overweight, normal weight, and underweight. The second classification problem differentiates between obesity types: super obesity, morbid obesity, severe obesity and moderate obesity. We used a Bag of Words approach to represent the records together with unigram and bigram representations of the features. We implemented two approaches: a hierarchical method and a nonhierarchical one. We used Support Vector Machine and Naïve Bayes together with ten-fold cross validation to evaluate and compare performances. Our results indicate that the hierarchical approach does not work as well as the nonhierarchical one. In general, our results show that Support Vector Machine obtains better performances than Naïve Bayes for both classification problems. We also observed that bigram representation improves performance compared with unigram representation.
journal_name
J Med Systjournal_title
Journal of medical systemsauthors
Figueroa RL,Flores CAdoi
10.1007/s10916-016-0548-8subject
Has Abstractpub_date
2016-08-01 00:00:00pages
191issue
8eissn
0148-5598issn
1573-689Xpii
10.1007/s10916-016-0548-8journal_volume
40pub_type
杂志文章abstract::As "the second eyes" of radiologists, computer-aided diagnosis systems play a significant role in nodule detection and diagnosis for lung cancer. In this paper, we aim to provide a systematic survey of state-of-the-art techniques (both traditional techniques and deep learning techniques) for nodule diagnosis from comp...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-019-1327-0
更新日期:2019-05-15 00:00:00
abstract::Monitoring the follicles in women's ovaries is especially important in human reproduction. Today, the monitoring of follicles is done with human interaction. Such monitoring can be very demanding and inaccurate, and in most cases signifies additional burdens for the experts. In this paper, a new algorithm for automate...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1023/a:1022832515369
更新日期:1997-12-01 00:00:00
abstract::Show the learning results obtained by a simulation tool used by students of an online course on anesthesia techniques and regional analgesia guided by ultrasound. A satisfaction survey generated with a form of Google Forms was carried out in September 2018 with 14 questions related to the quality, ease and capacity of...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-019-1196-6
更新日期:2019-02-16 00:00:00
abstract::Recently, many authentication protocols have been presented using smartcard for the telecare medicine information system (TMIS). In 2014, Xu et al. put forward a two-factor mutual authentication with key agreement protocol using elliptic curve cryptography (ECC). However, the authors have proved that the protocol is n...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-014-0135-9
更新日期:2014-10-01 00:00:00
abstract::The aim of the study is to assess the feasibility of Drugs Rational Usage Guideline System (DRUGS)-supported clinical pathway (CP) for breast carcinoma, cataract, inguinal hernia and 2-diabetes mellitus whether the application of such a system could improve work efficiency, medical safety, and decrease hospital cost. ...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-015-0400-6
更新日期:2016-03-01 00:00:00
abstract::Nurses are the foundation of any healthcare system. It is essential to alert nurses on time so that they can offer care and comfort without any delay. Pager messages (short messages) represent an important part of the overall hospital communication network. These short messages are sent through data paging systems to ...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-011-9651-z
更新日期:2012-06-01 00:00:00
abstract::Blast-induced neurotrauma (BINT) is a common injury associated with the present military conflicts. Exposure to the shock-wave produced from exploding ordnances leads to significant neurological deficits throughout the brain and spinal cord. Prevention and treatment of this injury requires an appropriate understanding...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-010-9464-5
更新日期:2011-10-01 00:00:00
abstract::Electronic communication is a topic that applies broadly to the professional activities of every physician and the pager has been the gold standard of communication for decades. We believe that this is a dated technology that is holding clinicians back from better, more efficient alternatives, particularly smartphones...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-017-0870-9
更新日期:2017-11-25 00:00:00
abstract::As the need for knowledge exchange grows, so does the need to find new ways for researchers, decision makers, and educators to communicate and collaborate with each other on how to improve drug prescribing and use. In this paper, we introduce a conceptual framework for evaluating knowledge exchange activities within d...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-009-9408-0
更新日期:2011-08-01 00:00:00
abstract::Due to the development of information technologies and network technologies, healthcare systems have been employed in many countries. As an important part of healthcare systems, the wireless body area network (WBAN) could bring convenience to both patients and physicians because it could help physicians to monitor pat...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-015-0331-2
更新日期:2015-11-01 00:00:00
abstract::In real-time medical systems, the role of biometric technology is significant in authentication systems because it is used in verifying the identity of people through their biometric features. The biometric technology provides crucial properties for biometric features that can support the process of personal identific...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-018-1103-6
更新日期:2018-10-29 00:00:00
abstract::To achieve confidentiality, authentication, integrity of medical data, and support fine-grained access control, we propose a secure electronic health record (EHR) system based on attribute-based cryptosystem and blockchain technology. In our system, we use attribute-based encryption (ABE) and identity-based encryption...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-018-0994-6
更新日期:2018-07-05 00:00:00
abstract::In this paper we present an automated method for diagnosing Alzheimer disease (AD) from brain MR images. The approach uses the scale-invariant feature transforms (SIFT) extracted from different slices in MR images for both healthy subjects and subjects with Alzheimer disease. These features are then clustered in a gro...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-011-9738-6
更新日期:2012-04-01 00:00:00
abstract::Employing software engineering to build an integrated, standardized, and scalable solution is closely associated with the healthcare domain. Furthermore, new diagnostic techniques have been developed to obtain better results in less time, saving costs, and bringing services closer to the most unprotected areas. This p...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-020-01575-w
更新日期:2020-04-22 00:00:00
abstract::In this paper we systematically evaluate the performance of several state-of-the-art local feature detectors and descriptors in the context of longitudinal registration of retinal images. Longitudinal (temporal) registration facilitates to track the changes in the retina that has happened over time. A wide number of l...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-018-0911-z
更新日期:2018-02-17 00:00:00
abstract::Coronary calcium detection in medicine image processing is a hot research topic. According to the low resolution and complex background in medicine image, an improved coronary calcium detection algorithm based on the Single Shot MultiBox Detector (SSD) in Mimics is proposed in this paper. The algorithm firstly uses th...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-019-1218-4
更新日期:2019-03-25 00:00:00
abstract::Epicardial adipose tissue is a visceral fat that has remained an entity of concern for decades owing to its high correlation with coronary heart disease. It continues to stump medical practitioners on the pretext of its relevance with pericardial fat and its dependence on a numerous other parameters including ethnicit...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-019-1227-3
更新日期:2019-03-15 00:00:00
abstract:STUDY OBJECTIVE:To study the relationship between a trauma center per diem charges and medicare DRG reimbursement. DESIGN:Retrospective comparison of charges ($630/day, $1500/ICU day) and hypothetical DRG reimbursement using medical records ICD-9 N and P codes and version 5.0 of grouper. SETTING:An urban level I trau...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/BF02257265
更新日期:1995-08-01 00:00:00
abstract::Operating systems and programming languages differ widely in their suitability for particular applications. The diversity of medical computing needs demands a diversity of solutions. Compounding this diversity if the decentralization caused by evolution of local computing systems for local needs. Relevant current tren...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/BF00993292
更新日期:1983-06-01 00:00:00
abstract::This study uses Data Envelopment Analysis (DEA) to estimate the degree of technical, allocative and cost efficiency in individual public and private health centres in Zambia; and to identify the relative inefficiencies in the use of various inputs among individual health centers. About 83% of the 40 health centres wer...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-006-9032-1
更新日期:2006-12-01 00:00:00
abstract::MDA-Image, a project of The University of Texas M. D. Anderson Cancer Center, is an environment of networked desktop computers for teleradiology/pathology. Radiographic film is digitized with a film scanner and histopathologic slides are digitized using a red, green, and blue (RGB) video camera connected to a microsco...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/BF00992703
更新日期:1991-04-01 00:00:00
abstract::A new denoising algorithm using Fast Guided Filter and Discrete Wavelet Transform is proposed to remove Gaussian noise in an image. The Fast Guided Filter removes some part of the details in addition to noise. These details are estimated accurately and combined with the filtered image to get back the final denoised im...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-019-1376-4
更新日期:2019-07-12 00:00:00
abstract::Retinal vessel segmentation is a key step towards the accurate visualization, diagnosis, early treatment and surgery planning of ocular diseases. For the last two decades, a tremendous amount of research has been dedicated in developing automated methods for segmentation of blood vessels from retinal fundus images. De...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-017-0719-2
更新日期:2017-04-01 00:00:00
abstract::The sharing of patients' locations is an important part in mobile medical services and modern smart healthcare. Although location sharing based on blockchains has advantages on decentralization and openness, there is also a challenge to guarantee the security and the privacy of locations recorded in a blockchain. To t...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-018-0998-2
更新日期:2018-06-30 00:00:00
abstract::Curve and surface thinning are widely-used skeletonization techniques for modeling objects in three dimensions. In the case of disordered porous media analysis, however, neither is really efficient since the internal geometry of the object is usually composed of both rod and plate shapes. This paper presents an altern...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-010-9495-y
更新日期:2012-04-01 00:00:00
abstract::CVD (cardiovascular disease) is one of the biggest threats to human beings nowadays. An early and quantitative diagnosis of CVD is important in extending lifespan and improving people's life quality. Coronary artery stenosis can prevent CVD. To diagnose the degree of stenosis, the inner diameter of coronary artery nee...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-015-0329-9
更新日期:2015-10-01 00:00:00
abstract::This paper will present the application potential of the cognitive approach to data interpretation, with special reference to medical areas. The possibilities of using the meaning approach to data description and analysis will be proposed for data analysis tasks in Cloud Computing. The methods of cognitive data manage...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-018-0918-5
更新日期:2018-03-03 00:00:00
abstract::In recent years interest in the application of Wireless Body Area Network (WBAN) for patient monitoring applications has grown significantly. A WBAN can be used to develop patient monitoring systems which offer flexibility to medical staff and mobility to patients. Patients monitoring could involve a range of activiti...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-010-9605-x
更新日期:2012-06-01 00:00:00
abstract::Smart clothing is a sort of wearable device used for ubiquitous health monitoring. It provides comfort and efficiency in vital sign measurements and has been studied and developed in various types of monitoring platforms such as T-shirt and sports bra. However, despite these previous approaches, smart clothing for ele...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-015-0279-2
更新日期:2015-09-01 00:00:00
abstract::Nowadays, e-healthcare is a main advancement and upcoming technology in healthcare industry that contributes to setting up automated and efficient healthcare infrastructures. Unfortunately, several security aspects remain as main challenges towards secure and privacy-preserving e-healthcare systems. From the access co...
journal_title:Journal of medical systems
pub_type: 杂志文章
doi:10.1007/s10916-016-0630-2
更新日期:2016-12-01 00:00:00