Fitting Multivariate Models to Unequally Spaced Data

Author(s):  
Richard H. Jones
2009 ◽  
Author(s):  
Zhao Yong-bo ◽  
Huang Jing-fang ◽  
Zhang Zhao-yang

2021 ◽  
pp. 1-24
Author(s):  
Ursula Henz

Abstract Increasing longevity has led to a rising number of adult children who are at higher ages when they provide care for their parents. Drawing on the lifecourse approach and exchange theory, the paper addresses similarities and differences in parent care between late middle-aged and older adult children. The study uses the UK Household Longitudinal Study, restricting the analysis sample to individuals aged 50 and older with a living parent or parent-in-law. It presents multivariate models to examine differences between late middle-aged (aged 50–64) and older (aged 65+) children in being a parent carer, providing intensive care, the duration of parent care and providing selected types of help to parents. The involvement in parent care increases among women up to the end of their seventh decade of life and for men up to their eighth decade of life. At higher ages, the proportion of parent carers decreases more strongly for women than men. Older carers have shorter care-giving episodes than younger carers, but there is no significant difference in the type of care provided. Even past retirement age, parent care remains classed and gendered, with women from lower social classes having the highest likelihood of providing intensive parent care in old age. Having dependent children or living in a non-marital union depress the likelihood of caring for a parent even past retirement age.


2007 ◽  
Vol 270 (1) ◽  
pp. 41-46 ◽  
Author(s):  
Stuart (Shizhuo) Yin ◽  
Jae Hun Kim ◽  
Fei Wu ◽  
Paul Ruffin ◽  
Claire (Fang) Luo

1988 ◽  
Vol 93 (C1) ◽  
pp. 655 ◽  
Author(s):  
M. I. Moore ◽  
P. J. Thomson ◽  
T. G. L. Shirtcliffe

2014 ◽  
Vol 2014 ◽  
pp. 1-6
Author(s):  
Boon Wee Teo ◽  
Jonathan J. H. Soon ◽  
Qi Chun Toh ◽  
Hui Xu ◽  
Jialiang Li ◽  
...  

Introduction. Cystatin C (CysC) is a glomerular filtration rate (GFR) marker affected by GFR and obesity. Because percentage body fat (%BF) distribution is affected by ethnicity, different measures of %BF may improve CysC prediction. This study aims to create multivariate models that predict serum CysC and determine which %BF metric gives the best prediction. Methods. Serum CysC was measured by nephelometric assay. We estimated %BF by considering weight, body mass index, waist-hip ratio, triceps skin fold, bioimpedance, and Deurenberg and Yap %BF equations. A base multivariate model for CysC was created with a %BF metric added in turn. The best model is considered by comparing P values, R2, Akaike information criterion (AIC), and Bayesian information criterion (BIC). Results. There were 335 participants. Mean serum CysC and creatinine were 1.27 mg/L and 1.44 mg/dL, respectively. Variables for the base model were age, gender, ethnicity, creatinine, serum urea, c-reactive protein, log GFR, and serum albumin. %BF had a positive correlation with CysC. The best model for predicting CysC included bioimpedance-derived %BF (P=0.0011), with the highest R2 (0.917) and the lowest AIC and BIC (−371, −323). Conclusion. Obesity is associated with CysC, and the best predictive model for CysC includes bioimpedance-derived %BF.


2002 ◽  
Vol 88 (09) ◽  
pp. 407-414 ◽  
Author(s):  
Susan Murin ◽  
Patrick Romano ◽  
Richard White

SummaryVenous thrombosis and pulmonary embolism are commonly viewed as different manifestations of a single disease process, venous thromboembolism. Recent evidence suggests that there may be important differences between patients who manifest these two conditions. Using linked hospital discharge records we analyzed 71,250 patients hospitalized with a principal diagnosis of venous thrombosis alone or pulmonary embolism and analyzed predictors of rehospitalization within 6 months for venous thrombosis or pulmonary embolism. There were 51233 patients diagnosed with venous thrombosis alone and 21,625 diagnosed with pulmonary embolism. Comparing patients initially diagnosed with venous thrombosis alone to patients with pulmonary embolism, the relative risk of being rehospitalized with venous thrombosis within 6 months for venous thrombosis was 2.7. Conversely, when patients with pulmonary embolism were compared to patients with venous thrombosis alone, the relative risk of rehospitalization within 6 months with a diagnosis of pulmonary embolism was 4.2. In multivariate models the strongest predictor of recurrent thromboembolism manifest as pulmonary embolism was an initial diagnosis of pulmonary embolism and the strongest predictor of recurrence as venous thrombosis was an initial diagnosis of venous thrombosis. We conclude that the initial clinical manifestation of thromboembolism strongly predicts the manifestation of a recurrence. Venous thrombosis and pulmonary embolism appear to be distinct, albeit overlapping, clinical entities with different natural histories.Presented at the International Society of Thrombosis and Haemostasis Meeting in Paris, France on July 9, 2001


2011 ◽  
Vol 164 (5) ◽  
pp. 839-847 ◽  
Author(s):  
Andrea Trombetti ◽  
Laura Richert ◽  
Karine Hadaya ◽  
Jean-Daniel Graf ◽  
François R Herrmann ◽  
...  

BackgroundWe examined the hypothesis that high FGF-23 levels early after transplantation contribute to the onset of hypophosphatemia, independently of parathyroid hormone (PTH) and other factors regulating phosphate metabolism.MethodsWe measured serum phosphate levels (sPi), renal tubular reabsorption of Pi (TmPi/GFR), estimated GFR (eGFR), intact PTH (iPTH), calcitriol, intact (int) and C-terminal (Cter) FGF-23, dietary Pi intake and cumulative doses of glucocorticoids in 69 patients 12 days (95% confidence interval, 10–13) after renal transplantation.ResultsHypophosphatemia was observed in 43 (62%) of the patients 12 days after transplantation. Compared with non-hypophosphatemic subjects, their post-transplantation levels of intact and CterFGF-23 were higher (195 (108–288) vs 48 (40–64) ng/l, P<0.002 for intFGF-23; 205 (116–384) vs 81 (55–124) U/ml, P<0.002, for CterFGF-23). In all subjects, Cter and intFGF-23 correlated inversely with sPi (r=−0.35, P<0.003; −0.35, P<0.003, respectively), and TmPi/GFR (r=−0.50, P<0.001; −0.54, P<0.001, respectively). In multivariate models, sPi and TmPi/GFR were independently associated with FGF-23, iPTH and eGFR. Pre-transplant iPTH levels were significantly higher in patients developing hypophosphatemia after renal transplantation. Pre-transplant levels of FGF-23 were not associated with sPi at the time of transplantation.ConclusionIn addition to PTH, elevated FGF-23 may contribute to hypophosphatemia during the early post-renal transplant period.


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