Comput Math Methods Med - Use of CHAID decision trees to formulate pathways for the early detection of metabolic syndrome in young adults.


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


Metabolic syndrome (MetS) in young adults (age 20-39) is often undiagnosed. A simple screening tool using a surrogate measure might be invaluable in the early detection of MetS. Methods. A chi-squared automatic interaction detection (CHAID) decision tree analysis with waist circumference user-specified as the first level was used to detect MetS in young adults using data from the National Health and Nutrition Examination Survey (NHANES) 2009-2010 Cohort as a representative sample of the United States population (n = 745). Results. Twenty percent of the sample met the National Cholesterol Education Program Adult Treatment Panel III (NCEP) classification criteria for MetS. The user-specified CHAID model was compared to both CHAID model with no user-specified first level and logistic regression based model. This analysis identified waist circumference as a strong predictor in the MetS diagnosis. The accuracy of the final model with waist circumference user-specified as the first level was 92.3% with its ability to detect MetS at 71.8% which outperformed comparison models. Conclusions. Preliminary findings suggest that young adults at risk for MetS could be identified for further followup based on their waist circumference. Decision tree methods show promise for the development of a preliminary detection algorithm for MetS.

Resumo Limpo

metabol syndrom met young adult age often undiagnos simpl screen tool use surrog measur might invalu earli detect met method chisquar automat interact detect chaid decis tree analysi waist circumfer userspecifi first level use detect met young adult use data nation health nutrit examin survey nhane cohort repres sampl unit state popul n result twenti percent sampl met nation cholesterol educ program adult treatment panel iii ncep classif criteria met userspecifi chaid model compar chaid model userspecifi first level logist regress base model analysi identifi waist circumfer strong predictor met diagnosi accuraci final model waist circumfer userspecifi first level abil detect met outperform comparison model conclus preliminari find suggest young adult risk met identifi followup base waist circumfer decis tree method show promis develop preliminari detect algorithm met

Resumos Similares

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. ( 0,804582546993847 )
J. Med. Internet Res. - Computer skills and internet use in adults aged 50-74 years: influence of hearing difficulties. ( 0,78396579492663 )
Med Decis Making - Subjective numeracy and preference to stay with the status quo. ( 0,765491320743333 )
Health Informatics J - Factors influencing Internet usage in older adults (65 years and above) living in rural and urban Sweden. ( 0,755007619009529 )
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. ( 0,753909467719329 )
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. ( 0,746038311114654 )
Comput. Biol. Med. - Prediction of metabolic syndrome using artificial neural network system based on clinical data including insulin resistance index and serum adiponectin. ( 0,741594090979082 )
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. ( 0,73729195585156 )
Comput. Biol. Med. - Neural network analysis of employment history as a risk factor for prostate cancer. ( 0,735912621237846 )
J. Med. Internet Res. - The digital divide among low-income homebound older adults: Internet use patterns, eHealth literacy, and attitudes toward computer/Internet use. ( 0,734344494342539 )
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. ( 0,719821836067856 )
Int J Health Geogr - Neighborhood level risk factors for type 1 diabetes in youth: the SEARCH case-control study. ( 0,714410271458324 )
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? ( 0,708325019895523 )
Int J Health Geogr - Spatial epidemiology of dry eye disease: findings from South Korea. ( 0,703598792707125 )
Int J Health Geogr - A case-referent study: light at night and breast cancer risk in Georgia. ( 0,702672685334921 )
IEEE J Biomed Health Inform - Identification of the Best Anthropometric Predictors of Serum High- and Low-Density Lipoproteins Using Machine Learning. ( 0,702016325542274 )
J. Med. Internet Res. - Personal health record reach in the Veterans Health Administration: a cross-sectional analysis. ( 0,701350941550032 )
Telemed J E Health - Men calling healthline. ( 0,700489513716358 )
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. ( 0,697947019926426 )
Int J Health Geogr - Neighborhood food environment and body mass index among Japanese older adults: results from the Aichi Gerontological Evaluation Study (AGES). ( 0,692869672877411 )
Methods Inf Med - Statistical process control for monitoring standardized mortality ratios of a classification tree model. ( 0,690924969222695 )
Comput. Biol. Med. - Indicators of hypertriglyceridemia from anthropometric measures based on data mining. ( 0,690339720984593 )
Med Decis Making - Thinking about numbers is not my idea of fun: need for cognition mediates age differences in numeracy performance. ( 0,68609574728622 )
Int J Health Geogr - People living in hilly residential areas in metropolitan Perth have less diabetes: spurious association or important environmental determinant? ( 0,682114615860801 )
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. ( 0,681466208429527 )
Spat Spatiotemporal Epidemiol - Imputational modeling of spatial context and social environmental predictors of walking in an underserved community: the PATH trial. ( 0,676740389529972 )
Med Biol Eng Comput - Quantitative differences in intervertebral disc-matrix composition with age-related degeneration. ( 0,676069735262215 )
J Clin Monit Comput - Influence of age and gender on autonomic regulation of heart. ( 0,66987395357201 )
J Am Med Inform Assoc - Social disparities in internet patient portal use in diabetes: evidence that the digital divide extends beyond access. ( 0,66544746568534 )
Int J Health Geogr - Generating GPS activity spaces that shed light upon the mobility habits of older adults: a descriptive analysis. ( 0,664366065455678 )
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. ( 0,660333424581028 )
Comput. Biol. Med. - A preliminary study on the differences in male and female muscle force distribution patterns during squatting and lunging maneuvers. ( 0,648924989778584 )
Med Biol Eng Comput - Quantitative geometric analysis of rib, costal cartilage and sternum from childhood to teenagehood. ( 0,647610552193303 )
J Innov Health Inform - Characteristics of electronic patient-provider messaging system utilisation in an urban health care organisation. ( 0,647211284331957 )
Med Decis Making - Rating the preferences for potential harms of treatments for cardiovascular disease: a survey of community-dwelling adults. ( 0,646647548103941 )
J. Med. Internet Res. - How an online intervention to prevent excessive gestational weight gain is used and by whom: a randomized controlled process evaluation. ( 0,642583858746939 )
J. Med. Internet Res. - Impact of the presence of medical equipment in images on viewers' perceptions of the trustworthiness of an individual on-screen. ( 0,641233090945997 )
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. ( 0,635563746040846 )
J. Med. Internet Res. - Who participates in Web-assisted tobacco interventions? The QUIT-PRIMO and National Dental Practice-Based Research Network Hi-Quit studies. ( 0,635310068494417 )
Int J Med Inform - Older adults: are they ready to adopt health-related ICT? ( 0,633917019551106 )
J. Med. Internet Res. - Patient ability and willingness to participate in a web-based intervention to improve hypertension control. ( 0,633095524046154 )
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. ( 0,63110484607353 )
AMIA Annu Symp Proc - Integrating public data sets for analysis of maternal airborne environmental exposures and stillbirth. ( 0,630704576409127 )
J. Med. Internet Res. - Determinants of follow-up participation in the Internet-based European influenza surveillance platform Influenzanet. ( 0,628249196635418 )
Med Decis Making - The utility of childhood and adolescent obesity assessment in relation to adult health. ( 0,627813562431049 )
J. Med. Internet Res. - Internet use among older adults: association with health needs, psychological capital, and social capital. ( 0,622986717799019 )
Telemed J E Health - Characteristics of patients who seek care via eVisits instead of office visits. ( 0,621968405837176 )
Int J Health Geogr - The proportion of youths' physical inactivity attributable to neighbourhood built environment features. ( 0,618934477883992 )
Med Decis Making - Numbers matter to informed patient choices: a randomized design across age and numeracy levels. ( 0,616457025298474 )
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. ( 0,616415035324314 )
Telemed J E Health - Older people's attitudes toward interactive voice response systems. ( 0,615086823031308 )
Comput. Biol. Med. - Segmentation of the central-chest lymph nodes in 3D MDCT images. ( 0,612928324501813 )
IEEE J Biomed Health Inform - Fall detection in homes of older adults using the Microsoft Kinect. ( 0,610749677258821 )
Comput. Biol. Med. - The diagnostics of diabetes mellitus based on ensemble modeling and hair/urine element level analysis. ( 0,606831366075259 )
AMIA Annu Symp Proc - Cognitive Analysis of a Highly Configurable Web 2.0 EHR Interface. ( 0,603992305586371 )
Int J Health Geogr - Spatial association of racial/ethnic disparities between late-stage diagnosis and mortality for female breast cancer: where to intervene? ( 0,603858141487805 )
J Telemed Telecare - Tele-obstetric ultrasound: analysis of first-trimester ultrasound images transmitted in realtime. ( 0,603511301889171 )
Telemed J E Health - E-health use in african american internet users: can new tools address old disparities? ( 0,601357857344706 )
BMC Med Inform Decis Mak - Combinational risk factors of metabolic syndrome identified by fuzzy neural network analysis of health-check data. ( 0,599898876517994 )
Comput. Biol. Med. - Results on mining NHANES data: a case study in evidence-based medicine. ( 0,597963702107242 )
J Telemed Telecare - Teleconsulting for minor head injury: the Piedmont experience. ( 0,597108704267979 )
Telemed J E Health - Comparative effectiveness study to assess two examination modalities used to detect dental caries in preschool urban children. ( 0,5947886188674 )
J. Med. Internet Res. - Subdividing the digital divide: differences in internet access and use among rural residents with medical limitations. ( 0,593420996759273 )
Artif Intell Med - Prediction of body mass index status from voice signals based on machine learning for automated medical applications. ( 0,591290581846217 )
J. Med. Internet Res. - Online schools and children with special health and educational needs: comparison with performance in traditional schools. ( 0,591281000658622 )
Telemed J E Health - Improving older adults' experience with interactive voice response systems. ( 0,587748680889887 )
Int J Health Geogr - Spatial variability of climate effects on ischemic heart disease hospitalization rates for the period 1989-2006 in Quebec, Canada. ( 0,584463108349371 )
Comput Methods Programs Biomed - Predicting body fat percentage based on gender, age and BMI by using artificial neural networks. ( 0,58433171562746 )
J. Med. Internet Res. - Internet access and use in adults with hearing loss. ( 0,583687580656444 )
Med Biol Eng Comput - Comparison of body fat-free masses calculated from hand-to-foot and foot-to-foot resistances with DXA measurements. ( 0,582460908364958 )
J Clin Monit Comput - Effective hypertensive treatment using data mining in Saudi Arabia. ( 0,58054129451222 )
Int J Health Geogr - Mercury in fish and adverse reproductive outcomes: results from South Carolina. ( 0,576890993657522 )
BMC Med Inform Decis Mak - Increasing utilization of Internet-based resources following efforts to promote evidence-based medicine: a national study in Taiwan. ( 0,575432518076286 )
Int J Health Geogr - Choice in maternity care: associations with unit supply, geographic accessibility and user characteristics. ( 0,574617930958473 )
BMC Med Inform Decis Mak - Community-level determinants of obesity: harnessing the power of electronic health records for retrospective data analysis. ( 0,571560109592519 )
Methods Inf Med - Early illness recognition using in-home monitoring sensors and multiple instance learning. ( 0,570369540398778 )
Int J Med Inform - Perspectives on wellness self-monitoring tools for older adults. ( 0,569724793797672 )
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. ( 0,569274426618672 )
J. Med. Internet Res. - Impact of internet use on loneliness and contact with others among older adults: cross-sectional analysis. ( 0,568753231094748 )
Perspect Health Inf Manag - Factors in medical student beliefs about electronic health record use. ( 0,565717320562413 )
AMIA Annu Symp Proc - Facilitating Clinical Research through the Health Information Exchange: Lipid Control as an Example. ( 0,563656557315001 )
BMC Med Inform Decis Mak - Medication effectiveness may not be the major reason for accepting cardiovascular preventive medication: a population-based survey. ( 0,5610397139353 )
Med Decis Making - Prediction of health preference values from CD4 counts in individuals with HIV. ( 0,56028662352427 )
J Telemed Telecare - Effects of a telehealth programme using mobile data transmission on primary healthcare utilisation among children in Bamako, Mali. ( 0,559508702127744 )
J. Med. Internet Res. - Keywords to recruit Spanish- and English-speaking participants: evidence from an online postpartum depression randomized controlled trial. ( 0,558634086995249 )
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. ( 0,557922802518238 )
J Clin Monit Comput - Isocapnic hyperpnea with a portable device in Cystic Fibrosis: an agreement study between two different set-up modalities. ( 0,55791478902593 )
Inform Health Soc Care - Requirements of older adults for a daily use of an internet-based cognitive training platform. ( 0,555717424383446 )
Inform Health Soc Care - Pregnant women's use of the internet in relation to their pregnancy in Izmir, Turkey. ( 0,555315331482222 )
Med Decis Making - Serious health events and discontinuation of routine cancer screening. ( 0,554576773841767 )
J Am Med Inform Assoc - Clinician characteristics and use of novel electronic health record functionality in primary care. ( 0,554245691556687 )
Lifetime Data Anal - Misclassification of current status data. ( 0,553066510941467 )
J. Med. Internet Res. - Trust in the internet as a health resource among older adults: analysis of data from a nationally representative survey. ( 0,552478522538404 )
J Telemed Telecare - Paediatric health calls to Swedish telenurses: a descriptive study of content and outcome. ( 0,550923296056945 )
J. Med. Internet Res. - Internet based computer tailored feedback on sunscreen use. ( 0,550811197353278 )
J. Med. Internet Res. - Baby boomers' adoption of consumer health technologies: survey on readiness and barriers. ( 0,549700268384816 )
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. ( 0,547860292882993 )
Int J Med Inform - Older adults' perceptions of technologies aimed at falls prevention, detection or monitoring: a systematic review. ( 0,546904339802484 )
Int J Health Geogr - Spatial epidemiology of hospital-diagnosed brucellosis in Kampala, Uganda. ( 0,546573229255065 )
Telemed J E Health - A web search on environmental topics: what is the role of ranking? ( 0,545777925612549 )