Publications by Paul Gustafson
2012
Partial identification arising from nondifferential exposure misclassification: how informative are data on the unlikely, maybe, and likely exposed?. The international journal of biostatistics. 2012;8. .
A Bayesian method for estimating prevalence in the presence of a hidden sub-population. Statistics in Medicine. Wiley Online Library; 2012;31:2386–2398. .
SBSA: Simplified Bayesian Sensitivity Analysis [Internet]. 2012. http://CRAN.R-project.org/package=SBSA .
On the detectability of different forms of interaction in regression models. Metrika. Springer; 2012;75:347–365. .
Hierarchical priors for bias parameters in Bayesian sensitivity analysis for unmeasured confounding. Statistics in Medicine. 2012;31:383–396. .
Association between use of interferon beta and progression of disability in patients with relapsing-remitting multiple sclerosis. JAMA: The Journal of the American Medical Association [Internet]. American Medical Association; 2012;308:247–256. http://jama.jamanetwork.com/article.aspx?articleid=1217239 .
Double-robust estimators: Slightly more Bayesian than meets the eye?. International Journal of Biostatistics. 2012;8:issue 2, article 4. .
On the behaviour of Bayesian credible intervals in partially identified models. Electronic Journal of Statistics [Internet]. 2012;6:2107-2124. projecteuclid.org/euclid.ejs/1351865119 .
Double-robust estimators: slightly more Bayesian than meets the eye?. The international journal of biostatistics. 2012;8:1–15. .
Is probabilistic bias analysis approximately Bayesian?. Epidemiology [Internet]. 2012;23:151. 10.1097/EDE.0b013e31823b539c .
2011
Comment on `Transparent parameterizations of models for potential outcomes,' by Richardson, Evans, and Robins. In: Bayesian Statistics 9: Proceedings of the Ninth Valencia International Meeting. Oxford University Press; 2011. .
"Bayesian inference of gene-environment interaction from incomplete data: What happens when information on environment is disjoint from data on gene and disease?. Statistics in Medicine [Internet]. 2011;30:877-889. http://onlinelibrary.wiley.com/doi/10.1002/sim.4176/abstract .
Bayesian adjustment for measurement error in continuous exposures in an individually matched case-control study. BMC Medical Research Methodology [Internet]. BioMed Central Ltd; 2011;11:67. http://www.biomedcentral.com/1471-2288/11/6 .
Regression with fractional polynomials when interactions are erroneously omitted. Journal of Statistical Planning and Inference. Elsevier; 2011;. .
Discussion of" Bayesian local influence for survival models," by Ibrahim, Zhu, and Tang. Lifetime data analysis. Springer Science & Business Media; 2011;17:71. .
Assessing large sample bias in misspecified model scenarios with reference to exposure model misspecification in errors-in-variable regression: A new computational approach. Journal of Statistical Planning and Inference. Elsevier; 2011;141:1161–1169. .
2010
Expanding access to HAART: a cost-effective approach for treating and preventing HIV. Aids. LWW; 2010;24:1929–1935. .
Bayesian adjustment for exposure misclassification in case-control studies. Statistics in Medicine. 2010;29:994-1003. .
Impact of outcome model misspecification on regression and doubly-robust inverse probability weighting to estimate causal effect. The international journal of biostatistics. 2010;6. .
Impact of outcome model misspecification on regression and doubly-robust inverse probability weighting to estimate causal effect. International Journal of Biostatistics. 2010;6:issue 2 article 15. .
Probabilistic approaches to better quantifying the results of epidemiologic studies. International Journal of Environmental Research and Public Health. 2010;7:1520-1539. .
Simplified Bayesian sensitivity analysis for mismeasured and unobserved confounders. Biometrics. 2010;66:1129-1137. .
Bayesian inference for partially identified models. International Journal of Biostatistics. 2010;6:issue 2 article 17. .
Bayesian inference for partially identified models. The international journal of biostatistics. 2010;6. .
2009
Bayesian propensity score analysis. Statistics in Medicine. 2009;28:94-112. .
Covariate balance in a Bayesian propensity score analysis of beta blocker therapy in heart failure patients. Epidemiological Perspectives and Innovations. BioMed Central Ltd; 2009;6:article 5. .
Interval estimation for messy observational data. Statistical Science [Internet]. 2009;24:328-342. http://projecteuclid.org/euclid.ss/1270041259 .
Bayesian analysis of a matched case-control study with expert prior information on both the misclassification of exposure and the exposure-disease association. Statistics in Medicine [Internet]. 2009;28:3411-3423. http://onlinelibrary.wiley.com/doi/10.1002/sim.3694/abstract .
Bayesian adjustment for covariate measurement errors: a flexible parametric approach. Statistics in Medicine. 2009;28:1580-1600. .
What are the limits of posterior distributions arising from nonidentified models, and why should we care?. Journal of the American Statistical Association [Internet]. 2009;104:1682-1695. http://www.tandfonline.com/doi/abs/10.1198/jasa.2009.tm08603 .
2008
A Bayesian multilevel model for estimating the diet/disease relationship in a multicenter study with exposures measured with error: the EPIC study. Statistics in medicine. Wiley Online Library; 2008;27:6037–6054. .
Bayesian multinomial regression with class-specific predictor selection. The Annals of Applied Statistics. JSTOR; 2008;:1478–1502. .
A sensitivity analysis using information about measured confounders yielded improved assessments of uncertainty from unmeasured confounding. Journal of Clinical Epidemiology. Elsevier; 2008;61:247-255. .
On Average Predictive Comparisons and Interactions. International Statistical Review. 2008;76:419�432. .
Use of instrumental variables in the analysis of generalized linear models in the presence of unmeasured confounding with applications to epidemiological research. Statistics in Medicine. 2008;27:1539-1556. .
2007
On robustness and model flexibility in survival analysis: transformed hazards models and average effects. Biometrics. 2007;63:69-77. .
Measurement error modeling with an approximate instrumental variable. Journal of the Royal Statistical Society, Series B. 2007;69:797-815. .
Bayesian sensitivity analysis for unmeasured confounding in observational studies. Statistics in Medicine. 2007;26:2331-2347. .
Describing the dynamics of attention to TV commercials: A hierarchical Bayes analysis of the time to zap an ad. Journal of Applied statistics. Taylor & Francis; 2007;34:585–609. .
The application of Bayesian analysis to issues in developmental research. International Journal of Behavioral Development. Sage Publications; 2007;31:366–373. .
Regression B-spline smoothing in Bayesian disease mapping: with an application to patient safety surveillance. Statistics in medicine. Wiley Online Library; 2007;26:4455–4474. .
2006
An innovative application of Bayesian disease mapping methods to patient safety research: A Canadian adverse medical event study. Statistics in medicine. Wiley Online Library; 2006;25:3960–3980. .
Accounting for independent nondifferential misclassification does not increase certainty than an observed association is in the correct direction. American Journal of Epidemiology. 2006;164:63-68. .
Sample size implications when biases are modelled rather than ignored. Journal of the Royal Statistical Society, Series A. 2006;169:883-902. .
The performance of random coefficient regression in accounting for residual confounding. Biometrics. 2006;62:760-768. .
Curious phenomena in Bayesian adjustment for exposure misclassification. Statistics in Medicine. 2006;25:87-103. .
Conservative prior distributions for variance parameters in hierarchical models. Canadian Journal of Statistics. Wiley Online Library; 2006;34:377–390. .
Neonatal intensive care unit characteristics affect the incidence of severe intraventricular hemorrhage. Medical care. LWW; 2006;44:754–759. .
2005
The utility of prior information and stratification for parameter estimation with two screening tests but no gold standard. Statistics in Medicine. 2005;24:1203-1217. .
On model expansion, model contraction, identifiability, and prior information: two illustrative scenarios involving mismeasured variables (with discussion). Statistical Science. 2005;20:111-140. .