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Multivariable Linear Regression (multivariable + linear_regression)
Terms modified by Multivariable Linear Regression Selected AbstractsHealthcare Proxies of Nursing Home Residents with Advanced Dementia: Decisions They Confront and Their Satisfaction with Decision-MakingJOURNAL OF AMERICAN GERIATRICS SOCIETY, Issue 7 2009Jane L. Givens MD OBJECTIVES: To describe the medical decisions confronting healthcare proxies (HCPs) of nursing home (NH) residents with advanced dementia and to identify factors associated with greater decision-making satisfaction. DESIGN: Prospective cohort study. SETTING: Twenty-two Boston-area NHs. PARTICIPANTS: Three hundred twenty-three NH residents with advanced dementia and their HCPs. MEASUREMENTS: Decisions made by HCPs over 18 months were ascertained quarterly. After making a decision, HCPs completed the Decision Satisfaction Inventory (DSI) (range 0,100). Independent variables included HCP and resident sociodemographic characteristics, health status, and advance care planning. Multivariable linear regression identified factors associated with higher DSI scores (greater satisfaction). RESULTS: Of 323 HCPs, 123 (38.1%) recalled making at least one medical decision; 232 decisions were made, concerning feeding problems (27.2%), infections (20.7%), pain (12.9%), dyspnea (8.2%), behavior problems (6.9%), hospitalizations (3.9%), cancer (3.0%), and other complications (17.2%). Mean DSI score±standard deviation was 78.4±19.5, indicating high overall satisfaction. NH provider involvement in shared decision-making was the area of least satisfaction. In adjusted analysis, greater decision-making satisfaction was associated with the resident living on a special care dementia unit (P=.002), greater resident comfort (P=.004), and the HCP not being the resident's child (P=.02). CONCLUSION: HCPs of NH patients with advanced dementia can most commonly expect to encounter medical decisions relating to feeding problems, infections, and pain. Inadequate support from NH providers is the greatest source of HCP dissatisfaction with decision-making. Greater resident comfort and care in a special care dementia unit are potentially modifiable factors associated with greater decision-making satisfaction. [source] Frailty in Older Mexican AmericansJOURNAL OF AMERICAN GERIATRICS SOCIETY, Issue 9 2005Kenneth J. Ottenbacher PhD Objectives: To identify sociodemographic characteristics and health performance variables associated with frailty in older Mexican Americans. Design: A prospective population-based survey. Setting: Homes of older adults living in the southwest. Participants: Six hundred twenty-one noninstitutionalized Mexican-American men and women aged 70 and older included in the Hispanic Established Populations for Epidemiologic Study of the Elderly participated in a home-based interview. Measurements: Interviews included information on sociodemographics, self-reports of medical conditions (arthritis, diabetes mellitus, heart attack, hip fracture, cancer, and stroke) and functional status. Weight and measures of lower and upper extremity muscle strength were obtained along with information on activities of daily living and instrumental activities of daily living. A summary measure of frailty was created based on weight loss, exhaustion, grip strength, and walking speed. Multivariable linear regression identified variables associated with frailty at baseline. Logistic regression examined variables predicting frailty at 1-year follow-up. Results: Sex was associated with frailty at baseline (F=4.28, P=.03). Predictors of frailty in men included upper extremity strength, disability (activities of daily living), comorbidities, and mental status scores (Nagelkerke coefficient of determination (R2)=0.37). Predictors for women included lower extremity strength, disability (activities of daily living), and body mass index (Nagelkerke R2=0.29). At 1-year follow-up, 83% of men and 79% of women were correctly classified as frail. Conclusion: Different variables were identified as statistically significant predictors of frailty in Mexican-American men and women aged 70 and older. The prevention, development, and treatment of frailty in older Mexican Americans may require consideration of the unique characteristics of this population. [source] Specialty care and education associated with greater disease-specific knowledge but not satisfaction with care for chronic hepatitis CALIMENTARY PHARMACOLOGY & THERAPEUTICS, Issue 3 2009L. A. BESTE Summary Background, Little is known about differences among hepatitis C virus (HCV) patients managed by generalists vs. specialists with respect to patient-centred outcomes, such as disease-specific knowledge, health-related quality of life (HRQoL) and satisfaction with care. Aim, To examine selected patient-centred outcomes of HCV-related care provided in primary care, specialty care or both. Methods, A total of 629 chronic HCV patients completed a survey including an HCV knowledge assessment and validated instruments for satisfaction and HRQoL. Multivariable linear regression was used to compare outcomes between groups. Results, Adjusted total HCV knowledge score was lower among patients who did not attend specialty care (P < 0.01). Primary care and specialty patients did not differ in adjusted general HRQoL or satisfaction. Sixty percent of specialty patients underwent formal HCV education, which was associated with 5% higher knowledge score (P = 0.01). General HRQoL and patient satisfaction did not differ between primary care and specialty groups. Disease-specific knowledge and care satisfaction were independent of mental illness, substance abuse, socio-economic variables, history of antiviral treatment, formal HCV education and duration of time between last visit and survey completion. Conclusions, Primary care patients with chronic HCV have lower adjusted disease-specific knowledge than specialty patients, but no difference in general HRQoL or patient satisfaction. [source] Effect of prenatal exposure to fine particulate matter on ventilatory lung function of preschool children of non-smoking mothersPAEDIATRIC & PERINATAL EPIDEMIOLOGY, Issue 5 2010Wieslaw A. Jedrychowski Summary Jedrychowski WA, Perera FP, Maugeri U, Mroz E, Klimaszewska-Rembiasz M, Flak E, Edwards S, Spengler JD. Effect of prenatal exposure to fine particulate matter on ventilatory lung function of preschool children of non-smoking mothers. Paediatric and Perinatal Epidemiology 2010. Impaired fetal development is associated with a number of adult chronic diseases and it is believed that these associations arise as a result of the phenomenon of prenatal programming, which involves persisting changes in structure and function of various body organs caused by ambient factors during critical and vulnerable periods of early development. The main goal of the study was to assess the association between lung function in early childhood and prenatal exposure to fine particulate matter (PM2.5), which represents a wide range of chemical compounds potentially hazardous for fetal development. Among pregnant women recruited prenatally to the study, personal measurements of PM2.5 were performed over 48 h in the second trimester of pregnancy. After delivery, infants were followed for 5 years; the interviewers visited participants in their homes to record children's respiratory symptoms every 3 months in the child's first 2 years of life and every 6 months thereafter. In the fifth year of the follow-up, children were invited for standard lung function testing of levels of forced vital capacity (FVC), forced expiratory volume in 1 s (FEV1) and forced expiratory volume in 0.5 s (FEV0.5). There were 176 children of non-smoking mothers, who performed at least two acceptable spirometry measurements. Multivariable linear regression showed a significant deficit of FVC at the highest quartile of PM2.5 exposure (beta coefficient = ,91.9, P = 0.008), after adjustment for covariates (age, gender, birthweight, height and wheezing). Also FEV1 level in children was inversely correlated with prenatal exposure to PM2.5, and the average FEV1 deficit amounted to 87.7 mL (P = 0.008) at the higher level of exposure. Although the effect of PM2.5 exposure on FEV0.5 was proportionally weaker (,72.7, P = 0.026), it was also statistically significant. The lung function level was inversely and significantly associated with the wheezing recorded over the follow-up. The findings showed that significant lung function deficits in early childhood are associated with prenatal exposure to fine particulate matter, which may affect fetal lung growth. [source] Habitual Levels of Physical Activity Influence Bone Mass in 11-Year-Old Children From the United Kingdom: Findings From a Large Population-Based Cohort,JOURNAL OF BONE AND MINERAL RESEARCH, Issue 1 2007Jon H Tobias MD Abstract We examined the influence of habitual levels of physical activity on bone mass in childhood by studying the relationship between accelerometer recordings and DXA parameters in 4457 11-year-old children. Physical activity was positively related to both BMD and bone size in fully adjusted models. However, further exploration revealed that this effect on bone size was modified by fat mass. Introduction: Exercise interventions have been reported to increase bone mass in children, but it is unclear whether levels of habitual physical activity also influence skeletal development. Materials and Methods: We used multivariable linear regression to analyze associations between amount of moderate and vigorous physical activity (MVPA), derived from accelerometer recordings for a minimum of 3 days, and parameters obtained from total body DXA scans in 4457 11-year-old boys and girls from the Avon Longitudinal Study of Parents and Children. The influence of different activity intensities was also studied by stratification based on lower and higher accelerometer cut-points for moderate (3600 counts/minute) and vigorous (6200 counts/minute) activity, respectively. Results: MVPA was positively associated with lower limb BMD and BMC adjusted for bone area (aBMC; p < 0.001, adjusted for age, sex, socio-economic factors, and height, with or without additional adjustment for lean and fat mass). MVPA was inversely related to lower limb bone area after adjusting for height and lean mass (p = 0.01), whereas a positive association was observed when fat mass was also adjusted for (p < 0.001). Lower limb BMC was positively related to MVPA after adjusting for height and lean and fat mass (p < 0.001), whereas little relationship was observed after adjusting for height and lean mass alone (p = 0.1). On multivariable regression analysis using the fully adjusted model, moderate activity exerted a stronger influence on lower limb BMC compared with light activity (light activity: 2.9 [1.2,4.7, p = 0.001]; moderate activity: 13.1 [10.6,15.5, p < 0.001]; regression coefficients with 95% confidence intervals and p values). Conclusions: Habitual levels of physical activity in 11-year-old children are related to bone size and BMD, with moderate activity exerting the strongest influence. The effect on bone size (as reflected by DXA-based measures of bone area) was modified by adjustment for fat mass, such that decreased fat mass, which is associated with higher levels of physical activity, acts to reduce bone size and thereby counteract the tendency for physical activity to increase bone mass. [source] Leg length and age of puberty among men and women from a developing population: The Guangzhou Biobank Cohort studyAMERICAN JOURNAL OF HUMAN BIOLOGY, Issue 5 2010C.M. Schooling Objectives: Leg length and relative leg length are considered to be reliable markers of prepubertal living conditions. Cessation of leg growth, driven by estrogen, occurs earlier in puberty in girls than boys. We hypothesized that leg length and relative leg length, as sitting height to leg ratio, might have sex-specific associations with age of puberty. Methods: We used multivariable linear regression in 10,046 older (,50 years) Chinese from the Guangzhou Biobank Cohort Study (Phase 3) to examine the associations of recalled age of puberty (women: age of menarche, and men: mean age of first nocturnal emission, voice breaking, and first pubic hair) with subischeal leg length, sitting height to leg ratio, and sitting height. Results: Leg length and sitting height to leg ratio had different associations with age of puberty in men and women (P -values for interaction <0.001), but sitting height did not. Per year earlier puberty, legs were longer among men by 0.09 cm (95% confidence interval (CI) 0.01,0.18) and shorter among women by ,0.16 cm (95% CI ,0.20 to ,0.12). Further adjustment for age, hip size (as a marker of buttock fat), and several markers of childhood conditions did not obviate the difference in association by sex. Conclusions: Adult leg length and relative leg length (sitting height to leg ratio) may be biomarkers of different exposures in men and women, with corresponding implications for their interpretation as a biomarker of early life exposures. Am. J. Hum. Biol. 22:683,687, 2010. © 2010Wiley-Liss, Inc. [source] | ||||||||||