Research Topics
| D HedekerSummaryAffiliation: University of Illinois at Chicago Country: USA Publications
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Publications
Modeling between-subject and within-subject variances in ecological momentary assessment data using mixed-effects location scale modelsDonald Hedeker
Division of Epidemiology and Biostatistics, School of Public Health, University of Illinois at Chicago, Chicago, IL, USA
Stat Med 31:3328-36. 2012..These mixed-effects location scale models have useful applications in many research areas where interest centers on the joint modeling of the mean and variance structure...
PDA+: A Personal Digital Assistant for Obesity Treatment - an RCT testing the use of technology to enhance weight loss treatment for veteransJennifer M Duncan
Center for Management of Complex Chronic Care, Hines VA Medical Center, Hines, IL, USA
BMC Public Health 11:223. 2011..Wide-spread dissemination of evidence-based obesity treatment faces multiple challenges including cost, access, and implementing the programmatic characteristics on a large scale...
Make Better Choices (MBC): study design of a randomized controlled trial testing optimal technology-supported change in multiple diet and physical activity risk behaviorsBonnie Spring
Department of Preventive Medicine, Northwestern University, Chicago, Illinois, USA
BMC Public Health 10:586. 2010..The study aim is to determine which combination of two behavior change goals--one dietary, one activity--yields greatest overall healthy lifestyle change...
Modeling mood variation associated with smoking: an application of a heterogeneous mixed-effects model for analysis of ecological momentary assessment (EMA) dataDonald Hedeker
Division of Epidemiology and Biostatistics M C 923, School of Public Health, University of Illinois at Chicago, 1603 West Taylor Street, Room 955, Chicago, IL 60612 4336, USA
Addiction 104:297-307. 2009..Modeling these variances can shed light on interesting hypotheses in substance abuse research...
An application of a mixed-effects location scale model for analysis of Ecological Momentary Assessment (EMA) dataDonald Hedeker
School of Public Health, University of Illinois at Chicago, Chicago, Illinois 60612, USA
Biometrics 64:627-34. 2008..These mixed-effects location scale models have useful applications in many research areas where interest centers on the joint modeling of the mean and variance structure...
Analysis of binary outcomes with missing data: missing = smoking, last observation carried forward, and a little multiple imputationDonald Hedeker
University of Illinois at Chicago, Chicago, IL 60612 4336, USA
Addiction 102:1564-73. 2007..We consider this problem in a simple two-group design where interest centers on comparing the groups in terms of the binary outcome at a single timepoint...
MIXREG: a computer program for mixed-effects regression analysis with autocorrelated errorsD Hedeker
Division of Epidemiology and Biostatistics, School of Public Health, University of Illinois at Chicago 60612 7260, USA
Comput Methods Programs Biomed 49:229-52. 1996..Estimation of the individual random effects is accomplished using an empirical Bayes approach. Examples illustrating usage and features of MIXREG are provided...
Random-effects regression analysis of correlated grouped-time survival dataD Hedeker
Division of Epidemiology and Biostatistics, School of Public Health, University of Illinois at Chicago 60612 7260, USA
Stat Methods Med Res 9:161-79. 2000..An analysis of a dataset where students are clustered within schools is used to illustrate features of random-effects analysis of clustered grouped-time survival data...
Analysis of longitudinal substance use outcomes using ordinal random-effects regression modelsD Hedeker
Division of Epidemiology and Biostatistics, and Health Research and Policy Centers, University of Illinois at Chicago, USA
Addiction 95:S381-94. 2000..Data from a smoking cessation study are used to illustrate application of this model for analysis of longitudinal substance use data...
A mixed-effects multinomial logistic regression modelDonald Hedeker
Division of Epidemiology and Biostatistics, School of Public Health, University of Illinois at Chicago, Chicago, IL 60612, USA
Stat Med 22:1433-46. 2003..An analysis of a psychiatric data set, in which homeless adults with serious mental illness are repeatedly classified in terms of their living arrangement, is used to illustrate features of the model...
Altered reward value of carbohydrate snacks for female smokers withdrawn from nicotineBonnie Spring
Department of Psychology, University of Illinois Chicago, Chicago, IL, USA
Pharmacol Biochem Behav 76:351-60. 2003..006). Variation in palatability or hunger did not explain these differences in snack reward value. Findings indicate that nicotine deprivation is associated with a heightened reward value of appealing snack foods for female smokers...
Dust emission rates from food processingSteven E Lacey
University of Illinois at Chicago, School of Public Health, Division of Environmental and Occupational Health Sciences, 2121 W Taylor M C 922 Chicago, IL 60612, USA
Ann Agric Environ Med 13:251-7. 2006..Process emission rates with production activity data allow estimation of dust exposure in similar facilities, and help direct development of exposure control strategies...
Abuse potential of carbohydrates for overweight carbohydrate craversBonnie Spring
University of Illinois Chicago, Chicago, IL, USA
Psychopharmacology (Berl) 197:637-47. 2008..The long-rejected construct of food addiction is undergoing re-examination...
An imputation strategy for incomplete longitudinal ordinal dataHakan Demirtas
Division of Epidemiology and Biostatistics, University of Illinois at Chicago, Chicago, IL 60612, USA
Stat Med 27:4086-93. 2008..We present an application using a data set from psychiatric research. We conclude that the proposed method may be a promising tool for handling incomplete longitudinal or clustered ordinal outcomes...
Evaluating mediation in longitudinal multivariate data: mediation effects for the Aban Aya Youth Project drug prevention programLi C Liu
Division of Epidemiology and Biostatistics, School of Public Health, University of Illinois at Chicago, Chicago, IL 60612, USA
Prev Sci 10:197-207. 2009..Results showed that the AAYP intervention effects on adolescent drug use were mediated by normative beliefs of prevalence estimates, friends' drug use behavior, perceived friends' encouragement to use, and attitudes toward the behavior...
Functional declines, social support, and mental health in the elderly: does living in a state supportive of home and community-based services make a difference?Naoko Muramatsu
Division of Community Health Sciences, School of Public Health, University of Illinois at Chicago, 1603 W Taylor St, Chicago, IL 60612 4394, USA
Soc Sci Med 70:1050-8. 2010..Political will is needed to prepare US society to collectively support community-based long-term needs, given the difficulty of preparing ourselves fully for common, but often unexpected, functional declines in later life...
Advances in analysis of longitudinal dataRobert D Gibbons
Center for Health Statistics, University of Illinois at Chicago, Illinois 60612, USA
Annu Rev Clin Psychol 6:79-107. 2010..Linear and nonlinear models are illustrated using an example involving a study of the relationship between mood and smoking...
Extended telephone counseling for smoking cessation: does content matter?Robin Mermelstein
Department of Psychology and Health Research and Policy Centers, University of Illinois at Chicago, 60607, USA
J Consult Clin Psychol 71:565-74. 2003..For men, the enhanced condition produced better abstinence rates through 15 months and lower relapse rates. For women, the basic condition was better. History of depression did not interact with condition...
The time-varying influences of peer and family support on adolescent daily positive and negative affectSally M Weinstein
Department of Psychology and Institute for Health Research and Policy, University of Illinois at Chicago, IL 60609, USA
J Clin Child Adolesc Psychol 35:420-30. 2006..Family support did not interact with cohort or time...
Elevated positive mood: a mixed blessing for abstinenceNeal Doran
Department of Psychology, University of Illinois at Chicago, Chicago, IL 60607, USA
Psychol Addict Behav 20:36-43. 2006..Results indicate that lower pretreatment PM may inhibit long-term cessation. Smokers with lower baseline PM may benefit from treatment that increases PM...
A mixed-effects regression model for longitudinal multivariate ordinal dataLi C Liu
Institute for Health Research and Policy, University of Illinois at Chicago, 1747 W Roosevelt Road, Room 558, M C 275, Chicago, Illinois 60608, USA
Biometrics 62:261-8. 2006....
Gaussianization-based quasi-imputation and expansion strategies for incomplete correlated binary responsesHakan Demirtas
Division of Epidemiology and Biostatistics, University of Illinois at Chicago, Chicago, IL 60612, USA
Stat Med 26:782-99. 2007..We also present an application using a data set from obesity research. We conclude that the proposed method is a promising tool for handling incomplete longitudinal or clustered binary outcomes under ignorable non-response mechanisms...
Fluoxetine, smoking, and history of major depression: A randomized controlled trialBonnie Spring
Psychology Department, University of Illinois at Chicago, Chicago, IL, USA
J Consult Clin Psychol 75:85-94. 2007..3 times more likely to be smoking (p = .02). Further research is warranted to determine why high-dose fluoxetine produces continuing effects that oppose tobacco abstinence...
A comment on analyzing addictive behaviors over timeKristin L Schneider
Department of Psychology, University of Illinois at Chicago, Chicago, IL, USA
Nicotine Tob Res 12:445-8. 2010..This article aimed to demonstrate how ordinary use of generalized estimating equations (GEE) can be problematic if the assumption of missing completely at random (MCAR) is not met...
Adherence across behavioral domains in treatment promoting smoking cessation plus weight controlIrena Persky
Department of Psychology, University of Illinois at Chicago, Chicago, IL 60607, USA
Health Psychol 24:153-60. 2005..Findings support both unitary and domain-specific aspects of adherence and suggest that among smokers, smoking and eating behaviors may have similarities unshared by physical activity...
Validity of the Test of Infant Motor Performance for discriminating among infants with varying risk for poor motor outcomeS K Campbell
Department of Physical Therapy, College of Applied Health Sciences, University of Illinois at Chicago, Chicago, Illinois 60612-7251, USA
J Pediatr 139:546-51. 2001..Performance by black infants averaged 2 points higher than that of other infants. CONCLUSIONS: The TIMP can discriminate among infants with differing risks for motor developmental delay...
Examination of the analytic quality of behavioral health randomized clinical trialsBonnie Spring
University of Illinois Chicago, Edward Hines, JR VA Hospital, and Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
J Clin Psychol 63:53-71. 2007..The authors offer recommendations for improving the analytic quality of behavioral health RCTs to ensure that evidence about behavioral treatments is highly weighted in systematic reviews...
Hedonic capacity, cigarette craving, and diminished positive moodJessica Werth Cook
University of Illinois at Chicago, USA
Nicotine Tob Res 6:39-47. 2004....
A mixed-effects quintile-stratified propensity adjustment for effectiveness analyses of ordered categorical dosesAndrew C Leon
Weill Medical College of Cornell University, Department of Psychiatry, New York, NY 10021, USA
Stat Med 24:647-58. 2005..This approach is a useful strategy for observational studies of treatment effectiveness. It is capable of adjusting for selection bias, incorporating multiple observations per subject, and comparing effectiveness of ordinal doses...
A mixed-effects regression model for three-level ordinal response dataRema Raman
Division of Biostatistics, University of California at San Diego, La Jolla, CA 92093 0949, USA
Stat Med 24:3331-45. 2005..The random effects are normally distributed in this instance. Features of this model are illustrated using data from a school-based smoking prevention trial and an Alzheimer's disease clinical trial...
Effect of tryptophan depletion on smokers and nonsmokers with and without history of major depressionBonnie Spring
Medical Research, Hines Hospital, Veteran Affairs Medical Center, Hines, Illinois, USA
Biol Psychiatry 61:70-7. 2007..We tested whether acute tryptophan depletion (ATD) triggers depressive symptoms in euthymic, unmedicated smokers and nonsmokers with and without history of major depressive disorder (MDD)...
Bias reduction in effectiveness analyses of longitudinal ordinal doses with a mixed-effects propensity adjustmentAndrew C Leon
Department of Psychiatry, Weill Medical College of Cornell University, New York, NY 10021, USA
Stat Med 26:110-23. 2007..In addition, type I error rate and statistical power are examined. The approach is illustrated by applying it to a longitudinal, observational study of maintenance treatment of major depression...
Multicenter trial of fluoxetine as an adjunct to behavioral smoking cessation treatmentRaymond Niaura
Centers for Behavioral and Preventive Medicine, The Miriam Hospital and Brown Medical School, Providence, Rhode Island 02903, USA
J Consult Clin Psychol 70:887-96. 2002..Results support a modest, short-term effect of fluoxetine on smoking cessation and consideration of alternative models for handling missing data...
Nicotine effects on affective response in depression-prone smokersBonnie Spring
Hines Hospital, VA Medical Center, Hines, IL, USA
Psychopharmacology (Berl) 196:461-71. 2008..Yet little evidence supports this view, and nicotine's effect on positive affect deficiency in depression remains largely unstudied...
Effect of tryptophan depletion on the attentional salience of smoking cuesBrian Hitsman
Centers for Behavioral and Preventive Medicine, Brown Medical School, The Miriam Hospital, Providence, RI, USA
Psychopharmacology (Berl) 192:317-24. 2007..There is increasing evidence linking cigarette craving and smoking behavior to serotonergic neurotransmission...
What is familial about familial bipolar disorder? Resemblance among relatives across a broad spectrum of phenotypic characteristicsThomas G Schulze
Division of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, University of Heidelberg, 15, 68159 Mannheim, Germany
Arch Gen Psychiatry 63:1368-76. 2006..Familial features of bipolar disorder should help define more homogeneous subtypes, but there are few data indicating which clinical features of bipolar disorder are the most familial...
The natural history of college smoking: trajectories of daily smoking during the freshman yearCraig R Colder
University at Buffalo, State University of New York 14260 4110, USA
Addict Behav 31:2212-22. 2006..Substantial individual variability in levels of smoking was observed. These findings provide new insights into college smoking, and have implications for assessment, policy, intervention, and future directions for research...
A comparison of mixed-effects quantile stratification propensity adjustment strategies for longitudinal treatment effectiveness analyses of continuous outcomesAndrew C Leon
Department of Psychiatry, Cornell University, New York, NY, USA
Stat Med 26:2650-65. 2007..The approach is illustrated in an evaluation of the effectiveness of somatic treatments for major depression in a longitudinal, observational study of affective disorders...
Bias reduction with an adjustment for participants' intent to dropout of a randomized controlled clinical trialAndrew C Leon
Weill Medical College of Cornell University, Department of Psychiatry, New York, NY 10021, USA
Clin Trials 4:540-7. 2007..Although likelihood-based statistical models such as mixed-effects models can accommodate incomplete data, the assumption of ignorable attrition is usually required for valid inferences...
Effects of acute tryptophan depletion on negative symptoms and smoking topography in nicotine-dependent schizophrenics and nonpsychiatric controlsBrian Hitsman
Centers for Behavioral and Preventive Medicine, Brown Medical School and The Miriam Hospital, Providence, RI 02903, USA
Neuropsychopharmacology 30:640-8. 2005..Compromising brain serotonin via ATD appears to intensify smoking behavior in nicotine-dependent individuals directly, rather than indirectly through changes in either mood or psychopathologic symptoms...
Research Grants
- STATISTICAL MODELS FOR NESTED SERVICES UTILIZATION DATADonald Hedeker; Fiscal Year: 2002..e., continuous, ordinal, nominal, counts), structures (i.e., univariate or multivariate) and from a variety of designs (i.e., 2-level or 3-level). ..
