Comput. Biol. Med. - Prediction of metabolic syndrome using artificial neural network system based on clinical data including insulin resistance index and serum adiponectin.


{ age(1611) year(1155) adult(843) }
{ model(2656) set(1616) predict(1553) }
{ extract(1171) text(1153) clinic(932) }
{ design(1359) user(1324) use(1319) }
{ risk(3053) factor(974) diseas(938) }
{ model(2341) predict(2261) use(1141) }
{ analysi(2126) use(1163) compon(1037) }
{ use(1733) differ(960) four(931) }
{ assess(1506) score(1403) qualiti(1306) }
{ data(2317) use(1299) case(1017) }
{ signal(2180) analysi(812) frequenc(800) }
{ measur(2081) correl(1212) valu(896) }
{ featur(3375) classif(2383) classifi(1994) }
{ network(2748) neural(1063) input(814) }
{ case(1353) use(1143) diagnosi(1136) }
{ blood(1257) pressur(1144) flow(957) }
{ research(1218) medic(880) student(794) }
{ health(1844) social(1437) communiti(874) }
{ cancer(2502) breast(956) screen(824) }
{ drug(1928) target(777) effect(648) }
{ model(3404) distribut(989) bayesian(671) }
{ studi(2440) review(1878) systemat(933) }
{ surgeri(1148) surgic(1085) robot(1054) }
{ method(1557) propos(1049) approach(1037) }
{ studi(1410) differ(1259) use(1210) }
{ patient(2837) hospit(1953) medic(668) }
{ gene(2352) biolog(1181) express(1162) }
{ activ(1138) subject(705) human(624) }
{ patient(1821) servic(1111) care(1106) }
{ survey(1388) particip(1329) question(1065) }
{ can(774) often(719) complex(702) }
{ imag(1947) propos(1133) code(1026) }
{ data(1737) use(1416) pattern(1282) }
{ inform(2794) health(2639) internet(1427) }
{ system(1976) rule(880) can(841) }
{ imag(1057) registr(996) error(939) }
{ bind(1733) structur(1185) ligand(1036) }
{ sequenc(1873) structur(1644) protein(1328) }
{ method(1219) similar(1157) match(930) }
{ imag(2830) propos(1344) filter(1198) }
{ imag(2675) segment(2577) method(1081) }
{ patient(2315) diseas(1263) diabet(1191) }
{ take(945) account(800) differ(722) }
{ motion(1329) object(1292) video(1091) }
{ treatment(1704) effect(941) patient(846) }
{ framework(1458) process(801) describ(734) }
{ problem(2511) optim(1539) algorithm(950) }
{ error(1145) method(1030) estim(1020) }
{ chang(1828) time(1643) increas(1301) }
{ learn(2355) train(1041) set(1003) }
{ concept(1167) ontolog(924) domain(897) }
{ clinic(1479) use(1117) guidelin(835) }
{ algorithm(1844) comput(1787) effici(935) }
{ data(1714) softwar(1251) tool(1186) }
{ control(1307) perform(991) simul(935) }
{ model(2220) cell(1177) simul(1124) }
{ care(1570) inform(1187) nurs(1089) }
{ general(901) number(790) one(736) }
{ method(984) reconstruct(947) comput(926) }
{ search(2224) databas(1162) retriev(909) }
{ featur(1941) imag(1645) propos(1176) }
{ howev(809) still(633) remain(590) }
{ data(3963) clinic(1234) research(1004) }
{ perform(999) metric(946) measur(919) }
{ research(1085) discuss(1038) issu(1018) }
{ system(1050) medic(1026) inform(1018) }
{ import(1318) role(1303) understand(862) }
{ visual(1396) interact(850) tool(830) }
{ compound(1573) activ(1297) structur(1058) }
{ perform(1367) use(1326) method(1137) }
{ studi(1119) effect(1106) posit(819) }
{ spatial(1525) area(1432) region(1030) }
{ record(1888) medic(1808) patient(1693) }
{ health(3367) inform(1360) care(1135) }
{ model(3480) simul(1196) paramet(876) }
{ monitor(1329) mobil(1314) devic(1160) }
{ ehr(2073) health(1662) electron(1139) }
{ state(1844) use(1261) util(961) }
{ medic(1828) order(1363) alert(1069) }
{ cost(1906) reduc(1198) effect(832) }
{ group(2977) signific(1463) compar(1072) }
{ sampl(1606) size(1419) use(1276) }
{ data(3008) multipl(1320) sourc(1022) }
{ first(2504) two(1366) second(1323) }
{ intervent(3218) particip(2042) group(1664) }
{ time(1939) patient(1703) rate(768) }
{ use(2086) technolog(871) perceiv(783) }
{ can(981) present(881) function(850) }
{ structur(1116) can(940) graph(676) }
{ high(1669) rate(1365) level(1280) }
{ use(976) code(926) identifi(902) }
{ result(1111) use(1088) new(759) }
{ implement(1333) system(1263) develop(1122) }
{ estim(2440) model(1874) function(577) }
{ decis(3086) make(1611) patient(1517) }
{ process(1125) use(805) approach(778) }
{ activ(1452) weight(1219) physic(1104) }
{ method(1969) cluster(1462) data(1082) }
{ method(2212) result(1239) propos(1039) }
{ detect(2391) sensit(1101) algorithm(908) }


JECTIVE: This study aimed to predict the 6-year incidence of metabolic syndrome (MetS) using an artificial neural network (ANN) system and multiple logistic regression (MLR) analysis based on clinical factors, including the insulin resistance index calculated by homeostasis model assessment (HOMA-IR).DESIGN: Subjects were recruited from participants in annual health check-ups in both 2000 and 2006. A total of 410 Japanese male teachers and other workers at Keio University, 30-59 years of age at baseline, participated in this retrospective cohort study.MEASUREMENTS: Clinical parameters were randomly divided into a training dataset and a validation dataset, and the ANN system and MLR analysis were applied to predict individual incidences. The leave some out cross validation method was used for validation.RESULTS: The sensitivity of the prediction was 0.27 for the MLR model and 0.93 for the ANN system, while specificities were 0.95 and 0.91, respectively. Sensitivity analysis employing the ANN system identified BMI, age, diastolic blood pressure, HDL-cholesterol, LDL-cholesterol and HOMA-IR as important predictors, suggesting these factors to be non-linearly related to the outcome.CONCLUSION: We successfully predicted the 6-year incidence of MetS using an ANN system based on clinical data, including HOMA-IR and serum adiponectin, in Japanese male subjects.

Resumo Limpo

jectiv studi aim predict year incid metabol syndrom met use artifici neural network ann system multipl logist regress mlr analysi base clinic factor includ insulin resist index calcul homeostasi model assess homairdesign subject recruit particip annual health checkup total japanes male teacher worker keio univers year age baselin particip retrospect cohort studymeasur clinic paramet random divid train dataset valid dataset ann system mlr analysi appli predict individu incid leav cross valid method use validationresult sensit predict mlr model ann system specif respect sensit analysi employ ann system identifi bmi age diastol blood pressur hdlcholesterol ldlcholesterol homair import predictor suggest factor nonlinear relat outcomeconclus success predict year incid met use ann system base clinic data includ homair serum adiponectin japanes male subject

Resumos Similares

Comput Math Methods Med - Use of CHAID decision trees to formulate pathways for the early detection of metabolic syndrome in young adults. ( 0,741594090979083 )
Comput. Biol. Med. - Neural network analysis of employment history as a risk factor for prostate cancer. ( 0,685866139617866 )
Med Decis Making - Prediction of health preference values from CD4 counts in individuals with HIV. ( 0,667900378285995 )
Med Decis Making - Subjective numeracy and preference to stay with the status quo. ( 0,657952371910086 )
Int J Health Geogr - Association of duration of residence in the southeastern United States with chronic kidney disease may differ by race: the REasons for Geographic and Racial Differences in Stroke (REGARDS) cohort study. ( 0,65536258219859 )
Comput Methods Programs Biomed - Predicting body fat percentage based on gender, age and BMI by using artificial neural networks. ( 0,653725283865669 )
IEEE J Biomed Health Inform - Identification of the Best Anthropometric Predictors of Serum High- and Low-Density Lipoproteins Using Machine Learning. ( 0,652328121284721 )
Methods Inf Med - Statistical process control for monitoring standardized mortality ratios of a classification tree model. ( 0,638575789218812 )
Int J Health Geogr - A case-referent study: light at night and breast cancer risk in Georgia. ( 0,628841443150722 )
Med Decis Making - Health-Related Quality of Life in HIV-Infected and At-Risk Women: The Impact of Illicit Drug Use and Hepatitis C on a Community Preference Weighted Measure. ( 0,624186329267987 )
J Clin Monit Comput - Influence of age and gender on autonomic regulation of heart. ( 0,623414975357088 )
Med Decis Making - The utility of childhood and adolescent obesity assessment in relation to adult health. ( 0,617190642612752 )
Med Decis Making - Thinking about numbers is not my idea of fun: need for cognition mediates age differences in numeracy performance. ( 0,608990388655394 )
J. Med. Internet Res. - Online health-searching behavior among HIV-seropositive and HIV-seronegative men who have sex with men in the Baltimore and Washington, DC area. ( 0,607726647521578 )
Int J Health Geogr - Changing patterns in the association between regional socio-economic context and dental caries experience according to gender and age: a multilevel study in Korean adults. ( 0,607621016773958 )
Appl Clin Inform - Development of an automated, real time surveillance tool for predicting readmissions at a community hospital. ( 0,606933888973842 )
Int J Comput Assist Radiol Surg - Use of normative distribution of gray to white matter ratio in orthogonal planes in human brain studies and computer-assisted neuroradiology. ( 0,60449070314148 )
Inform Health Soc Care - Requirements of older adults for a daily use of an internet-based cognitive training platform. ( 0,603545650872292 )
Int J Health Geogr - Spatial association of racial/ethnic disparities between late-stage diagnosis and mortality for female breast cancer: where to intervene? ( 0,603098247529479 )
Int J Health Geogr - Neighborhood food environment and body mass index among Japanese older adults: results from the Aichi Gerontological Evaluation Study (AGES). ( 0,602871518828414 )
Med Biol Eng Comput - Quantitative differences in intervertebral disc-matrix composition with age-related degeneration. ( 0,600869984263625 )
J. Med. Internet Res. - Computer skills and internet use in adults aged 50-74 years: influence of hearing difficulties. ( 0,599757058210435 )
J. Med. Internet Res. - Relationship between health service use and health information technology use among older adults: analysis of the US National Health Interview Survey. ( 0,597769326710688 )
J. Med. Internet Res. - Who participates in Web-assisted tobacco interventions? The QUIT-PRIMO and National Dental Practice-Based Research Network Hi-Quit studies. ( 0,592910098180652 )
Med Decis Making - Rating the preferences for potential harms of treatments for cardiovascular disease: a survey of community-dwelling adults. ( 0,592641839723603 )
BMC Med Inform Decis Mak - Combinational risk factors of metabolic syndrome identified by fuzzy neural network analysis of health-check data. ( 0,591060952785395 )
J Clin Monit Comput - Isocapnic hyperpnea with a portable device in Cystic Fibrosis: an agreement study between two different set-up modalities. ( 0,590168645468465 )
Int J Health Geogr - Neighborhood level risk factors for type 1 diabetes in youth: the SEARCH case-control study. ( 0,586993604449081 )
Int J Health Geogr - Characteristics of residential areas and transportational walking among frail and non-frail Dutch elderly: does the size of the area matter? ( 0,58537735522355 )
Int J Health Geogr - Generating GPS activity spaces that shed light upon the mobility habits of older adults: a descriptive analysis. ( 0,585217229048838 )
Health Informatics J - Factors influencing Internet usage in older adults (65 years and above) living in rural and urban Sweden. ( 0,582496991952961 )
J. Med. Internet Res. - The digital divide among low-income homebound older adults: Internet use patterns, eHealth literacy, and attitudes toward computer/Internet use. ( 0,582403621121353 )
Int J Health Geogr - Mercury in fish and adverse reproductive outcomes: results from South Carolina. ( 0,580889418597445 )
Comput. Biol. Med. - The diagnostics of diabetes mellitus based on ensemble modeling and hair/urine element level analysis. ( 0,58013889534051 )
J Telemed Telecare - Teleconsulting for minor head injury: the Piedmont experience. ( 0,579475073103457 )
Spat Spatiotemporal Epidemiol - Imputational modeling of spatial context and social environmental predictors of walking in an underserved community: the PATH trial. ( 0,579012635585527 )
Int J Health Geogr - Spatial epidemiology of dry eye disease: findings from South Korea. ( 0,57733853411237 )
Int J Health Geogr - Spatial autocorrelation in uptake of antenatal care and relationship to individual, household and village-level factors: results from a community-based survey of pregnant women in six districts in western Kenya. ( 0,577230929604809 )
J Am Med Inform Assoc - An interactive Bayesian model for prediction of lymph node ratio and survival in pancreatic cancer patients. ( 0,569511462660876 )
Comput Math Methods Med - Association of perceived stress with stressful life events, lifestyle and sociodemographic factors: a large-scale community-based study using logistic quantile regression. ( 0,565382710246479 )
BMC Med Inform Decis Mak - Community-level determinants of obesity: harnessing the power of electronic health records for retrospective data analysis. ( 0,564085099833625 )
J. Med. Internet Res. - Recruitment via the Internet and social networking sites: the 1989-1995 cohort of the Australian Longitudinal Study on Women's Health. ( 0,56122100588692 )
Comput. Biol. Med. - Indicators of hypertriglyceridemia from anthropometric measures based on data mining. ( 0,561103848042295 )
Comput. Biol. Med. - A preliminary study on the differences in male and female muscle force distribution patterns during squatting and lunging maneuvers. ( 0,556006075771965 )
J Am Med Inform Assoc - Social disparities in internet patient portal use in diabetes: evidence that the digital divide extends beyond access. ( 0,555207032068377 )
Telemed J E Health - Men calling healthline. ( 0,552347756023328 )
J Am Med Inform Assoc - Longitudinal analysis of pain in patients with metastatic prostate cancer using natural language processing of medical record text. ( 0,551992161950436 )
Int J Health Geogr - People living in hilly residential areas in metropolitan Perth have less diabetes: spurious association or important environmental determinant? ( 0,55126887090664 )
J. Med. Internet Res. - Patient ability and willingness to participate in a web-based intervention to improve hypertension control. ( 0,550873945624505 )
J Clin Monit Comput - Effective hypertensive treatment using data mining in Saudi Arabia. ( 0,550692899390677 )
Comput Math Methods Med - Risk factors for mortality among 2009 A/H1N1 influenza hospitalizations in Maricopa County, Arizona, April 2009 to March 2010. ( 0,549664516735315 )
J. Med. Internet Res. - Personal health record reach in the Veterans Health Administration: a cross-sectional analysis. ( 0,548231108191787 )
Int J Health Geogr - Correlations between meteorological parameters and prostate cancer. ( 0,547593345282436 )
Telemed J E Health - A U.K. case study of who uses NHS direct: investigating the impact of age, gender, and deprivation on the utilization of NHS direct. ( 0,542221460815204 )
Med Biol Eng Comput - Quantitative geometric analysis of rib, costal cartilage and sternum from childhood to teenagehood. ( 0,542185562827154 )
Res Synth Methods - Combining the evidence using stable weights. ( 0,540806669217388 )
J. Med. Internet Res. - Web-based self-assessment health tools: who are the users and what is the impact of missing input information? ( 0,538423522557733 )
Med Decis Making - Serious health events and discontinuation of routine cancer screening. ( 0,536192565747387 )
Telemed J E Health - Older people's attitudes toward interactive voice response systems. ( 0,533693046671181 )
Spat Spatiotemporal Epidemiol - Space-time confounding adjusted determinants of child HIV/TB mortality for large zero-inflated data in rural South Africa. ( 0,533117639686511 )
BMC Med Inform Decis Mak - Detecting referral and selection bias by the anonymous linkage of practice, hospital and clinic data using Secure and Private Record Linkage (SAPREL): case study from the evaluation of the Improved Access to Psychological Therapy (IAPT) service. ( 0,531032337632897 )
Comput Methods Programs Biomed - Spectral and complexity analysis of scalp EEG characteristics for mild cognitive impairment and early Alzheimer's disease. ( 0,530942137967372 )
Comput. Biol. Med. - Artificial neural network modelling of the results of tympanoplasty in chronic suppurative otitis media patients. ( 0,529961729390141 )
Med Biol Eng Comput - Recurring patterns in stationary intervals of abdominal uterine electromyograms during gestation. ( 0,529030738518136 )
Telemed J E Health - Characteristics of patients who seek care via eVisits instead of office visits. ( 0,52620957047574 )
BMC Med Inform Decis Mak - Predicting out of intensive care unit cardiopulmonary arrest or death using electronic medical record data. ( 0,523625448768162 )
Telemed J E Health - A retrospective study on patient characteristics and telehealth alerts indicative of key medical events for heart failure patients at a home health agency. ( 0,523367681275312 )
J. Med. Internet Res. - Impact of the presence of medical equipment in images on viewers' perceptions of the trustworthiness of an individual on-screen. ( 0,522477172988086 )
AMIA Annu Symp Proc - Integrating public data sets for analysis of maternal airborne environmental exposures and stillbirth. ( 0,522413644209292 )
AMIA Annu Symp Proc - Identifying Deviations from Usual Medical Care using a Statistical Approach. ( 0,521266763583681 )
Int J Health Geogr - The proportion of youths' physical inactivity attributable to neighbourhood built environment features. ( 0,520984098243071 )
J. Med. Internet Res. - Relative validity of micronutrient and fiber intake assessed with two new interactive meal- and Web-based food frequency questionnaires. ( 0,518807753859392 )
Med Decis Making - Prevalence of antibodies associated with herd immunity: a new indicator to evaluate the establishment of herd immunity and to decide immunization strategies. ( 0,518396823292988 )
Lifetime Data Anal - Bayesian inference of the fully specified subdistribution model for survival data with competing risks. ( 0,517990133311735 )
Med Decis Making - Influence of graphic format on comprehension of risk information among American Indians. ( 0,516967682443494 )
J Am Med Inform Assoc - Patient-provider communication and trust in relation to use of an online patient portal among diabetes patients: The Diabetes and Aging Study. ( 0,516465494701436 )
Brief. Bioinformatics - Rediscovery rate estimation for assessing the validation of significant findings in high-throughput studies. ( 0,516458330089204 )
Lifetime Data Anal - Analysis of cure rate survival data under proportional odds model. ( 0,515301414689642 )
J Biomed Inform - An analytical approach to characterize morbidity profile dissimilarity between distinct cohorts using electronic medical records. ( 0,514922509804816 )
Med Decis Making - Developing a tuberculosis transmission model that accounts for changes in population health. ( 0,514776195412001 )
J Biomed Inform - Development of reusable logic for determination of statin exposure-time from electronic health records. ( 0,514240515998431 )
J Telemed Telecare - Use of a homecare electronic health record to find associations between patient characteristics and re-hospitalizations in patients with heart failure using telehealth. ( 0,513710777553429 )
BMC Med Inform Decis Mak - Medication effectiveness may not be the major reason for accepting cardiovascular preventive medication: a population-based survey. ( 0,510921670765795 )
Med Decis Making - Numbers matter to informed patient choices: a randomized design across age and numeracy levels. ( 0,510712644201098 )
Telemed J E Health - A web search on environmental topics: what is the role of ranking? ( 0,509945831863507 )
J. Med. Internet Res. - Internet use among older adults: association with health needs, psychological capital, and social capital. ( 0,509751829739981 )
J. Med. Internet Res. - How an online intervention to prevent excessive gestational weight gain is used and by whom: a randomized controlled process evaluation. ( 0,509460207525481 )
Int J Health Geogr - Spatial variability of climate effects on ischemic heart disease hospitalization rates for the period 1989-2006 in Quebec, Canada. ( 0,509175950290681 )
Int J Med Inform - Older adults: are they ready to adopt health-related ICT? ( 0,508714657929882 )
Med Biol Eng Comput - Application of the RIMARC algorithm to a large data set of action potentials and clinical parameters for risk prediction of atrial fibrillation. ( 0,508326952121493 )
Med Decis Making - Evaluation of Physicians' Cognitive Styles. ( 0,507968544235481 )
J. Med. Internet Res. - A case study of the New York City 2012-2013 influenza season with daily geocoded Twitter data from temporal and spatiotemporal perspectives. ( 0,505854747221913 )
Comput Methods Programs Biomed - A record linkage process of a cervical cancer screening database. ( 0,505071055086404 )
Healthc (Amst) - A potential new data source for assessing the impacts of health reform: Evaluating the Gallup-Healthways Well-Being Index. ( 0,504443846441876 )
Spat Spatiotemporal Epidemiol - Efficient mapping and geographic disparities in breast cancer mortality at the county-level by race and age in the U.S. ( 0,504284580351317 )
Spat Spatiotemporal Epidemiol - The association between the density of retail tobacco outlets, individual smoking status, neighbourhood socioeconomic status and school locations in New South Wales, Australia. ( 0,501603676226206 )
J. Med. Internet Res. - Determinants of follow-up participation in the Internet-based European influenza surveillance platform Influenzanet. ( 0,500193362108907 )
Int J Health Geogr - Correlation of the ratio of metastatic to non-metastatic cancer cases with the degree of socioeconomic deprivation among Texas counties. ( 0,497266419671728 )
Artif Intell Med - Prediction of body mass index status from voice signals based on machine learning for automated medical applications. ( 0,495826623625124 )
J Clin Monit Comput - Cardiac parameters in children recovered from acute illness as measured by electrical cardiometry and comparisons to the literature. ( 0,495360239416884 )