Article
Frequency of hypoglycemia and its significance in chronic kidney disease.
Department of Medicine, University of Maryland, Baltimore, Maryland 21201, USA.
Clinical Journal of the American Society of Nephrology (impact factor:
5.23).
05/2009;
4(6):1121-7.
DOI:10.2215/CJN.00800209
pp.1121-7
Source: PubMed
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Article: A repeated measures approach for simultaneous modeling of multiple neurobehavioral outcomes in newborns exposed to cocaine in utero.
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ABSTRACT: Multiple binary outcomes are encountered frequently in epidemiologic research. This work was motivated by the Maternal Lifestyle Study, 1993-1995, where newborns exposed prenatally to cocaine and a comparison cohort were examined for the presence of central and autonomic nervous system (CNS/ANS) signs. Thus, each infant contributed to multiple, possibly interrelated, binary outcomes that may collectively constitute one syndrome (even though specific outcomes that are affected by cocaine are of scientific interest). Because it is neither scientifically appropriate nor statistically efficient to fit separate models for each outcome, here we adopt a multivariate repeated measures approach to simultaneously model all the CNS/ANS outcomes as a function of cocaine exposure and other covariates. This formulation has a number of advantages. First, it implicitly recognizes that all the CNS/ANS outcomes may together constitute one syndrome. Second, simultaneous modeling boosts statistical efficiency by allowing for correlations among the outcomes, and it avoids multiple comparisons. Third, it allows for outcome-specific exposure effects, so that the specific signs that are affected by cocaine exposure can be identified.American Journal of Epidemiology 06/2004; 159(9):891-9. · 5.22 Impact Factor
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Keywords
1 day
1-d mortality
100 patient-months
Adjusted odds ratios
cared
chronic kidney disease
CKD
diabetes
estimated GFR
excessive mortality
glucose
glucose measurement
glucose values
Hypoglycemia
inpatient records
inpatients records
patients
retrospective cohort analysis
significant threat
Veterans Health Administration