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AuthorTitleYearJournal/ProceedingsReftypeDOI/URL
Campbell, H. and Gustafson, P. Defining a Credible Interval Is Not Always Possible with “Point-Null” Priors: A Lesser-Known Correlate of the Jeffreys-Lindley Paradox 2024 Bayesian Analysis
Vol. early-view 
article DOI  
Campbell, H. and Gustafson, P. The Bayes factor, HDI-ROPE, and frequentist equivalence tests can all be reverse engineered—Almost exactly—From one another: Reply to Linde et al.(2021). 2024 Psychological Methods
Vol. early-view 
article DOI  
Homayra, F., Enns, B., Min, J.E., Kurz, M., Bach, P., Bruneau, J., Greenland, S., Gustafson, P., Karim, M.E., Korthuis, P.T. and others Comparative Analysis of Instrumental Variables on the Assignment of Buprenorphine/Naloxone or Methadone for the Treatment of Opioid Use Disorder 2024 Epidemiology
Vol. 35(2), pp. 218-231 
article DOI  
Slater, J.J., Bansal, A., Campbell, H., Rosenthal, J.S., Gustafson, P. and Brown, P.E. A Bayesian approach to estimating COVID-19 incidence and infection fatality rates 2024 Biostatistics
Vol. early-view 
article DOI  
Boe, L.A., Shaw, P.A., Midthune, D., Gustafson, P., Kipnis, V., Park, E., Sotres-Alvarez, D., Freedman, L., of the STRATOS Initiative, o.b.o.t.M.E. and Group, M.T. Issues in Implementing Regression Calibration Analyses 2023 American Journal of Epidemiology
Vol. 192(8), pp. 1406-1414 
article DOI  
Campbell, H. and Gustafson, P. Bayes factors and posterior estimation: Two sides of the very same coin 2023 The American Statistician
Vol. 77(3), pp. 248-258 
article DOI  
Daly-Grafstein, D. and Gustafson, P. Combining parametric and nonparametric models to estimate treatment effects in observational studies 2023 Biometrics
Vol. 79(3), pp. 1986-1995 
article DOI  
Guerra-Alejos, B.C., Kurz, M., Min, J.E., Dale, L.M., Piske, M., Bach, P., Bruneau, J., Gustafson, P., Hu, X.J., Kampman, K. and others Comparative effectiveness of urine drug screening strategies alongside opioid agonist treatment in British Columbia, Canada: a population-based observational study protocol 2023 BMJ open
Vol. 13(5), pp. e068729 
article DOI  
Gustafson, P. Parameter Restrictions for the Sake of Identification: Is There Utility in Asserting That Perhaps a Restriction Holds? 2023 Statistical Science
Vol. 38(3), pp. 477-489 
article DOI  
de Jong, V.M., Campbell, H., Maxwell, L., Jaenisch, T., Gustafson, P. and Debray, T.P. Adjusting for misclassification of an exposure in an individual participant data meta-analysis 2023 Research Synthesis Methods
Vol. 14(2), pp. 193-210 
article DOI  
Muñoz, J., Hufstedler, H., Gustafson, P., Bärnighausen, T., De Jong, V.M. and Debray, T.P. Dealing with missing data using the Heckman selection model: methods primer for epidemiologists 2023 International Journal of Epidemiology
Vol. 52(1), pp. 5-13 
article DOI  
Sadatsafavi, M., Lee, T.Y., Wynants, L., Vickers, A.J. and Gustafson, P. Value-of-Information Analysis for External Validation of Risk Prediction Models 2023 Medical Decision Making
Vol. 43(5), pp. 564-575 
article DOI  
Xia, Y., Gustafson, P. and Sadatsafavi, M. Methodological concerns about “concordance-statistic for benefit” as a measure of discrimination in predicting treatment benefit 2023 Diagnostic and Prognostic Research
Vol. 7(1), pp. 10 
article DOI  
Yoon Lee, T., Gustafson, P., Sadatsafavi, M. and Network, C.R.R. Closed-Form Solution of the Unit Normal Loss Integral in 2 Dimensions, with Application in Value-of-Information Analysis 2023 Medical Decision Making
Vol. 43(5), pp. 621-626 
article DOI  
Campbell, H., de Valpine, P., Maxwell, L., de Jong, V.M., Debray, T.P., Jaenisch, T. and Gustafson, P. Bayesian adjustment for preferential testing in estimating infection fatality rates, as motivated by the COVID-19 pandemic 2022 The Annals of Applied Statistics
Vol. 16(1), pp. 436-459 
article DOI  
Hufstedler, H., Rahman, S., Danzer, A.M., Goymann, H., de Jong, V.M., Campbell, H., Gustafson, P., Debray, T.P., Jaenisch, T., Maxwell, L. and others Systematic Review Reveals Lack of Causal Methodology Applied to Pooled Longitudinal Observational Infectious Disease Studies 2022 Journal of clinical epidemiology
Vol. 145, pp. 29-38 
article DOI  
Campbell, H. and Gustafson, P. Inferring the COVID-19 infection fatality rate in the community-dwelling population: a simple Bayesian evidence synthesis of seroprevalence study data and imprecise mortality data 2021 Epidemiology & Infection, pp. 1-29  article DOI  
Campbell, H., de Jong, V.M., Maxwell, L., Jaenisch, T., Debray, T.P. and Gustafson, P. Measurement error in meta-analysis (MEMA)—A Bayesian framework for continuous outcome data subject to non-differential measurement error 2021 Research Synthesis Methods
Vol. 12(6), pp. 796-815 
article DOI  
Gustafson, P. To bound or not to bound: is that the question? 2021 Epidemiology
Vol. 32(5), pp. 635-637 
article DOI  
Gustafson, P. The impact of unacknowledged measurement error 2021 Handbook of measurement error models, pp. 37-52  incollection DOI  
Gustafson, P. Invited commentary: toward better bias analysis 2021 American Journal of Epidemiology
Vol. 190(8), pp. 1613-1616 
article DOI  
Gustafson, P. Partial learning of misclassification parameters 2021 Handbook of Measurement Error Models, pp. 71-84  incollection DOI  
Hufstedler, H., Matthay, E.C., Rahman, S., de Jong, V.M., Campbell, H., Gustafson, P., Debray, T., Jaenisch, T., Maxwell, L. and Bärnighausen, T. Current trends in the application of causal inference methods to pooled longitudinal observational infectious disease studies—A protocol for a methodological systematic review 2021 Plos one
Vol. 16(4), pp. e0250778 
article DOI  
Burstyn, I., Goldstein, N.D. and Gustafson, P. Towards reduction in bias in epidemic curves due to outcome misclassification through Bayesian analysis of time-series of laboratory test results: Case study of COVID-19 in Alberta, Canada and Philadelphia, USA 2020 BMC medical research methodology
Vol. 20, pp. 1-10 
article DOI  
Keogh, R.H., Shaw, P.A., Gustafson, P., Carroll, R.J., Deffner, V., Dodd, K.W., Küchenhoff, H., Tooze, J.A., Wallace, M.P., Kipnis, V. and others STRATOS guidance document on measurement error and misclassification of variables in observational epidemiology: Part 1—Basic theory and simple methods of adjustment 2020 Statistics in Medicine  article  
Sadatsafavi, M., Mansournia, M.A. and Gustafson, P. A threshold-free summary index for quantifying the capacity of covariates to yield efficient treatment rules 2020 Statistics in Medicine
Vol. 39(9), pp. 1362-1373 
article  
Shaw, P.A., Gustafson, P., Carroll, R.J., Deffner, V., Dodd, K.W., Keogh, R.H., Kipnis, V., Tooze, J.A., Wallace, M.P., Küchenhoff, H. and others STRATOS guidance document on measurement error and misclassification of variables in observational epidemiology: Part 2—More complex methods of adjustment and advanced topics 2020 Statistics in Medicine  article  
Burstyn, I., Barone-Adesi, F., De Vocht, F. and Gustafson, P. What to do when accumulated exposure affects health but only its duration was measured? A case of linear regression 2019 International Journal of Environmental Research and Public Health
Vol. 16(11), pp. 1896 
article DOI  
Campbell, H. and Gustafson, P. The world of research has gone berserk: Modeling the consequences of requiring “greater statistical stringency” for scientific publication 2019 The American Statistician
Vol. 73(sup1), pp. 358-373 
article DOI  
Gustafson, P. and Karim, M.E. When exposure is subject to nondifferential misclassification, are validation data helpful in testing for an exposure--disease association? 2019 Canadian Journal of Statistics
Vol. 47(2), pp. 222-237 
article DOI  
Gustafson, R., Gustafson, P. and Daly, P. Reconciling randomized trial evidence on proximal versus distal outcomes, with application to trials of influenza vaccination for healthcare workers 2019 Statistics in Medicine
Vol. 38(22), pp. 4323-4333 
article DOI  
Högg, T., Zhao, Y., Gustafson, P., Petkau, J., Fisk, J., Marrie, R.A. and Tremlett, H. Adjusting for differential misclassification in matched case-control studies utilizing health administrative data 2019 Statistics in Medicine
Vol. 38(19), pp. 3669-3681 
article DOI  
Hollman, H., Ezzat, A., Esculier, J.-F., Gustafson, P. and Scott, A. Effects of tailored advice on injury prevention knowledge and behaviours in runners: secondary analysis from a randomised controlled trial 2019 Physical Therapy in Sport
Vol. 37, pp. 164-170 
article DOI  
Liu, Y., Kim, C., Wu, A.D., Gustafson, P. and Kroc, E. Investigating the performance of propensity score approaches for differential item functioning analysis 2019 Journal of Modern Applied Statistical Methods
Vol. 18 
article DOI  
Luo, H., Cohen Freue, G.V., Zhao, X., Bouchard-Côté, A., Burstyn, I. and Gustafson, P. New perspective on the benefits of the gene--environment independence in case--control studies 2019 Canadian Journal of Statistics
Vol. 47(3), pp. 473-486 
article DOI  
Salway, T., Plöderl, M., Liu, J. and Gustafson, P. Effects of multiple forms of information bias on estimated prevalence of suicide attempts by sexual orientation: An application of a Bayesian misclassification correction method to data from a systematic review 2019 American Journal of Epidemiology
Vol. 188, pp. 239-249 
article DOI  
Shupler, M., Hystad, P., Gustafson, P., Rangarajan, S., Mushtaha, M., Jayachtria, K., Mony, P.K., Mohan, D., Kumar, P., Lakshmi, P. and others Household, community, sub-national and country-level predictors of primary cooking fuel switching in nine countries from the PURE study 2019 Environmental Research Letters
Vol. 14(8), pp. 085006 
article DOI  
Wilder-Smith, A., Wei, Y., de Araújo, T.V.B., VanKerkhove, M., Martelli, C.M.T., Turchi, M.D., Teixeira, M., Tami, A., Souza, J., Sousa, P., Gustafson, P. and others Understanding the relation between Zika virus infection during pregnancy and adverse fetal, infant and child outcomes: a protocol for a systematic review and individual participant data meta-analysis of longitudinal studies of pregnant women and their infants and children 2019 BMJ open
Vol. 9(6), pp. e026092 
article DOI  
Burstyn, I., Gustafson, P., Pintos, J., Lavoué, J. and Siemiatycki, J. Correction of odds ratios in case-control studies for exposure misclassification with partial knowledge of the degree of agreement among experts who assessed exposures 2018 Occup Environ Med
Vol. 75, pp. 155-159 
article DOI  
Campbell, H and Gustafson, P The validity and efficiency of hypothesis testing in observational studies with time-varying exposures 2018 Observational Studies
Vol. 4, pp. 260-291 
article DOI  
Campbell, H. and Gustafson, P. Conditional equivalence testing: An alternative remedy for publication bias 2018 PloS one
Vol. 13(4), pp. e0195145 
article DOI  
Gustafson, P. and McCandless, L.C. When Is a Sensitivity Parameter Exactly That? 2018 Statistical Science
Vol. 33(1), pp. 86-95 
article DOI  
Karim, M.E., Petkau, J., Gustafson, P., Platt, R.W., Tremlett, H. and Group, B.S. Comparison of statistical approaches dealing with time-dependent confounding in drug effectiveness studies 2018 Statistical methods in medical research
Vol. 27(6), pp. 1709-1722 
article DOI  
Moradzadeh, R., Mansournia, M.A., Baghfalaki, T., Nadrian, H., Gustafson, P. and McCandless, L.C. The impact of maternal smoking during pregnancy on childhood asthma: adjusted for exposure misclassification; results from the National Health and Nutrition Examination Survey, 2011--2012 2018 Annals of Epidemiology
Vol. 28, pp. 697-703 
article DOI  
Sadatsafavi, M., Gustafson, P., Zafari, Z. and Sin, D.D. Relative impact characteristic curve: a graphical tool to visualize and quantify the clinical utility and population-level consequences of implementing markers 2018 Annals of epidemiology
Vol. 28, pp. 717-723 
article DOI  
Shupler, M., Godwin, W., Frostad, J., Gustafson, P., Arku, R.E. and Brauer, M. Global estimation of exposure to fine particulate matter (PM2. 5) from household air pollution 2018 Environment international
Vol. 120, pp. 354-363 
article DOI  
Xia, M. and Gustafson, P. Bayesian inference for unidirectional misclassification of a binary response trait 2018 Statistics in Medicine
Vol. 37(6), pp. 933-947 
article DOI  
Béliveau, A., Goring, S., Platt, R.W. and Gustafson, P. Network meta-analysis of disconnected networks: How dangerous are random baseline treatment effects? 2017 Research synthesis methods
Vol. 8(4), pp. 465-474 
article  
Högg, T., Petkau, J., Zhao, Y., Gustafson, P., Wijnands, J.M. and Tremlett, H. Bayesian analysis of pair-matched case-control studies subject to outcome misclassification 2017 Statistics in medicine
Vol. 36(26), pp. 4196-4213 
article DOI  
Islam, N., Krajden, M., Gilbert, M., Gustafson, P., Yu, A., Kuo, M., Chong, M., Alvarez, M., Wong, J., Tyndall, M.W. and others Role of primary T-cell immunodeficiency and hepatitis B coinfection on spontaneous clearance of hepatitis C: The BC Hepatitis Testers Cohort 2017 Journal of viral hepatitis
Vol. 24(5), pp. 421-429 
article  
Islam, N., Krajden, M., Shoveller, J., Gustafson, P., Gilbert, M., Buxton, J.A., Wong, J., Tyndall, M.W., Janjua, N.Z., Cohort, B.C.H.T. and others Incidence, risk factors, and prevention of hepatitis C reinfection: a population-based cohort study 2017 The Lancet Gastroenterology & Hepatology
Vol. 2(3), pp. 200-210 
article  
Islam, N., Krajden, M., Shoveller, J., Gustafson, P., Gilbert, M., Wong, J., Tyndall, M.W. and Janjua, N.Z. Hepatitis C cross-genotype immunity and implications for vaccine development 2017 Scientific reports
Vol. 7(1), pp. 12326 
article  
Karim, M.E., Petkau, J., Gustafson, P., Tremlett, H. and Group, T.B.S. On the application of statistical learning approaches to construct inverse probability weights in marginal structural cox models: hedging against weight-model misspecification 2017 Communications in Statistics-Simulation and Computation
Vol. 46(10), pp. 7668-7697 
article  
McCandless, L.C. and Gustafson, P. A comparison of Bayesian and Monte Carlo sensitivity analysis for unmeasured confounding 2017 Statistics in Medicine
Vol. 36(18), pp. 2887-2901 
article  
Meng, V.Y. and Gustafson, P. Inferring population size: extending the multiplier method to incorporate multiple traits with a likelihood-based approach 2017 Stat
Vol. 6(1), pp. 4-13 
article DOI  
Falasinnu, T., Gilbert, M., Gustafson, P. and Shoveller, J. A validation study of a clinical prediction rule for screening asymptomatic chlamydia and gonorrhoea infections among heterosexuals in British Columbia 2016 Sexually transmitted infections
Vol. 92(1), pp. 12-18 
article DOI  
Falasinnu, T., Gilbert, M., Gustafson, P. and Shoveller, J. An assessment of population-based screening guidelines versus clinical prediction rules for chlamydia and gonorrhea case finding 2016 Preventive medicine
Vol. 89, pp. 51-56 
article DOI  
Goring, S., Gustafson, P., Liu, Y., Saab, S., Cline, S. and Platt, R. Disconnected by design: analytic approach in treatment networks having no common comparator 2016 Research synthesis methods  article DOI  
Karim, M.E. and Gustafson, P. Hypothesis Testing for an Exposure--Disease Association in Case--Control Studies Under Nondifferential Exposure Misclassification in the Presence of Validation Data: Bayesian and Frequentist Adjustments 2016 Statistics in Biosciences, pp. 1-19  article DOI  
Karim, M.E., Gustafson, P., Petkau, J. and Tremlett, H. Comparison of Statistical Approaches for Dealing With Immortal Time Bias in Drug Effectiveness Studies 2016 American Journal of Epidemiology, pp. kwv445  article DOI  
Liu, J., Gustafson, P. and Huo, D. Bayesian adjustment for the misclassification in both dependent and independent variables with application to a breast cancer study 2016 Statistics in Medicine  article DOI  
Xia, M. and Gustafson, P. Bayesian regression models adjusting for unidirectional covariate misclassification 2016 Canadian Journal of Statistics
Vol. 44(2), pp. 198-218 
article DOI  
Zhang, T., Kingwell, E., De Jong, H.J., Zhu, F., Zhao, Y., Carruthers, R., Petkau, J., Gustafson, P., Oger, J. and Tremlett, H. Association between the use of selective serotonin reuptake inhibitors and multiple sclerosis disability progression 2016 Pharmacoepidemiology and Drug Safety  article DOI  
Etminan, M., Luo, H. and Gustafson, P. Risk of intracranial hypertension with intrauterine levonorgestrel 2015 Therapeutic advances in drug safety
Vol. 6(3), pp. 110-113 
article DOI  
Gustafson, P. Bayesian Inference for Partially Identified Models: Exploring the Limits of Limited Data 2015   book DOI  
Gustafson, P. Discussion of ``On Bayesian Estimation of Marginal Structural Models'' 2015 Biometrics
Vol. 71(2), pp. 291-293 
article DOI  
Luo, H., Burstyn, I. and Gustafson, P. Gene-enviroment Independence in case-control studies: Issues of parameterization and Bayesian inference 2015 Statistics in Biosciences  article DOI  
Shirani, A., Zhao, Y., Petkau, J., Gustafson, P., Karim, M.E., Evans, C., Kingwell, E., van der Kop, M.L., Oger, J. and Tremlett, H. Multiple Sclerosis in Older Adults: The Clinical Profile and Impact of Interferon Beta Treatment 2015 BioMed research international
Vol. 2015 
article DOI  
Zhang, T., Shirani, A., Zhao, Y., Karim, M., Gustafson, P., Petkau, J., Evans, C., Kingwell, E., Kop, M., Zhu, F. and others Beta-interferon exposure and onset of secondary progressive multiple sclerosis 2015 European Journal of Neurology
Vol. 22(6), pp. 990-1000 
article DOI  
Evans, C., Zhu, F., Kingwell, E., Shirani, A., Kop, M.L., Petkau, J., Gustafson, P., Zhao, Y., Oger, J. and Tremlett, H. Association between beta-interferon exposure and hospital events in multiple sclerosis 2014 Pharmacoepidemiology and drug safety
Vol. 23(11), pp. 1213-1222 
article DOI  
Falasinnu, T., Gilbert, M., Gustafson, P. and Shoveller, J. Deriving and validating a risk estimation tool for screening asymptomatic chlamydia and gonorrhea 2014 Sexually transmitted diseases
Vol. 41(12), pp. 706-712 
article DOI  
Falasinnu, T., Gilbert, M., Salway, T.H., Gustafson, P., Ogilvie, G. and Shoveller, J. Predictors identifying those at increased risk for STDs: a theory-guided review of empirical literature and clinical guidelines 2014 International journal of STD & AIDS, pp. 0956462414555930  article DOI  
Falasinnu, T., Gustafson, P., Hottes, T.S., Gilbert, M., Ogilvie, G. and Shoveller, J. A critical appraisal of risk models for predicting sexually transmitted infections 2014 Sexually transmitted diseases
Vol. 41(5), pp. 321-330 
article DOI  
Gustafson, P. Bayesian inference in partially identified models: Is the shape of the posterior distribution useful? 2014 Electronic Journal of Statistics
Vol. 8, pp. 476-496 
article DOI  
Gustafson, P. Bayesian Statistical Methodology for Observational Health Sciences Data 2014 Statistics in Action: A Canadian Outlook, pp. 163  article DOI  
Gustafson, P. and Greenland, S. Misclassification 2014 Handbook of Epidemiology, pp. 639-658  incollection DOI  
Gustafson, P. and McCandless, L. Commentary: Priors, Parameters, and Probability: A Bayesian Perspective on Sensitivity Analysis 2014 Epidemiology
Vol. 25(6), pp. 910-912 
article  
Karim, M.E., Gustafson, P., Petkau, J., Zhao, Y., Shirani, A., Kingwell, E., Evans, C., van der Kop, M., Oger, J. and Tremlett, H. Marginal Structural Cox Models for Estimating the Association Between β-Interferon Exposure and Disease Progression in a Multiple Sclerosis Cohort 2014 American journal of epidemiology
Vol. 180(2), pp. 160-171 
article DOI  
Shirani, A., Zhao, Y., Karim, M., Petkau, J., Gustafson, P., Evans, C., Kingwell, E., Kop, M., Oger, J. and Tremlett, H. Investigation of heterogeneity in the association between interferon beta and disability progression in multiple sclerosis: an observational study 2014 European Journal of Neurology
Vol. 21(6), pp. 835-844 
article DOI  
Sighoko, D., Liu, J., Hou, N., Gustafson, P. and Huo, D. Discordance in hormone receptor status among primary, metastatic, and second primary breast cancers: biological difference or misclassification? 2014 The oncologist
Vol. 19(6), pp. 592-601 
article DOI  
Wang, D. and Gustafson, P. On the Impact of Misclassification in an Ordinal Exposure Variable 2014 Epidemiologic Methods
Vol. 3(1), pp. 97-106 
article DOI  
Xia, M. and Gustafson, P. Bayesian sensitivity analyses for hidden sub-populations in weighted sampling 2014 Canadian Journal of Statistics
Vol. 42(3), pp. 436-450 
article DOI  
Burstyn, I., de Vocht, F. and Gustafson, P. What do measures of agreement (κ) tell us about quality of exposure assessment? Theoretical analysis and numerical simulation 2013 BMJ open
Vol. 3(12), pp. e003952 
article DOI  
Falasinnu, T., Gustafson, P., Gilbert, M. and Shoveller, J. Risk prediction in sexual health contexts: Protocol 2013 JMIR research protocols
Vol. 2(2) 
article DOI  
Gustafson, P. Bayesian Analysis of Frailty Models 2013 Handbook of Survival Analysis, pp. 475  article  
Gustafson, P., Gilbert, M., Xia, M., Michelow, W., Robert, W., Trussler, T., McGuire, M., Paquette, D., Moore, D.M. and Gustafson, R. Impact of Statistical Adjustment for Frequency of Venue Attendance in a Venue-based Survey of Men Who Have Sex With Men 2013 American Journal of Epidemiology
Vol. 177(10), pp. 1157-1164 
article DOI  
Luo, H., Burstyn, I. and Gustafson, P. Investigations of Gene-Disease Associations: Costs and Benefits of Environmental Data 2013 Epidemiology
Vol. 24(4), pp. 562-568 
article DOI  
Shirani, A., Zhao, Y., Karim, M.E., Evans, C., Kingwell, E., van der Kop, M.L., Oger, J., Gustafson, P., Petkau, J. and Tremlett, H. Interferon beta and long-term disability in multiple sclerosis 2013 JAMA neurology
Vol. 70(5), pp. 651-653 
article DOI  
Xing, L., Burstyn, I., Richardson, D.B. and Gustafson, P. A comparison of Bayesian hierarchical modeling with group-based exposure assessment in occupational epidemiology 2013 Statistics in medicine  article DOI URL 
Cubranic, D. and Gustafson, P. SBSA: Simplified Bayesian Sensitivity Analysis 2012   manual URL 
Gustafson, P. Double-robust estimators: Slightly more Bayesian than meets the eye? 2012 International Journal of Biostatistics
Vol. 8, pp. issue 2, article 4 
article DOI  
Gustafson, P. On the behaviour of Bayesian credible intervals in partially identified models 2012 Electronic Journal of Statistics
Vol. 6, pp. 2107-2124 
article DOI URL 
Liu, J. and Gustafson, P. On the detectability of different forms of interaction in regression models 2012 Metrika
Vol. 75(3), pp. 347-365 
article DOI  
MacLehose, R. and Gustafson, P. Is probabilistic bias analysis approximately Bayesian? 2012 Epidemiology
Vol. 23(1), pp. 151 
article DOI URL 
McCandless, L.C., Gustafson, P., Levy, A.R. and Richardson, S. Hierarchical priors for bias parameters in Bayesian sensitivity analysis for unmeasured confounding 2012 Statistics in Medicine
Vol. 31(4), pp. 383-396 
article DOI  
Shirani, A., Zhao, Y., Karim, M., Evans, C., Kingwell, E., van der Kop, M., Oger, J., Gustafson, P., Petkau, J. and Tremlett, H. Association between use of interferon beta and progression of disability in patients with relapsing-remitting multiple sclerosis 2012 JAMA: The Journal of the American Medical Association
Vol. 308(3), pp. 247-256 
article DOI URL 
Wang, D., Shen, T. and Gustafson, P. Partial Identification arising from nondifferential exposure misclassification: How informative are data on the unlikely, maybe, and likely exposed? 2012 International Journal of Biostatistics
Vol. 8, pp. issue 1, article 31 
article DOI URL 
Xia, M. and Gustafson, P. A Bayesian method for estimating prevalence in the presence of a hidden sub-population 2012 Statistics in Medicine
Vol. 31(21), pp. 2386-2398 
article DOI  
Espino-Hernandez, G., Gustafson, P. and Burstyn, I. Bayesian adjustment for measurement error in continuous exposures in an individually matched case-control study 2011 BMC Medical Research Methodology
Vol. 11(1), pp. 67 
article DOI URL 
Gustafson, P. Comment on `Transparent parameterizations of models for potential outcomes,' by Richardson, Evans, and Robins 2011 Bayesian Statistics 9: Proceedings of the Ninth Valencia International Meeting  inproceedings  
Gustafson, P. Discussion of" Bayesian local influence for survival models," by Ibrahim, Zhu, and Tang 2011 Lifetime data analysis
Vol. 17(1), pp. 71 
article DOI  
Gustafson, P. and Burstyn, I. "Bayesian inference of gene-environment interaction from incomplete data: What happens when information on environment is disjoint from data on gene and disease? 2011 Statistics in Medicine
Vol. 30, pp. 877-889 
article DOI URL 
Hossain, S. and Gustafson, P. Assessing large sample bias in misspecified model scenarios with reference to exposure model misspecification in errors-in-variable regression: A new computational approach 2011 Journal of Statistical Planning and Inference
Vol. 141(3), pp. 1161-1169 
article DOI  
Liu, J. and Gustafson, P. Regression with fractional polynomials when interactions are erroneously omitted 2011 Journal of Statistical Planning and Inference  article DOI  
Chu, R., Gustafson, P. and Le, N. Bayesian adjustment for exposure misclassification in case-control studies 2010 Statistics in Medicine
Vol. 29, pp. 994-1003 
article DOI  
Gustafson, P. Bayesian inference for partially identified models 2010 International Journal of Biostatistics
Vol. 6, pp. issue 2 article 17 
article DOI  
Gustafson, P. Bayesian inference for partially identified models 2010 The international journal of biostatistics
Vol. 6(2) 
article DOI  
Gustafson, P. and McCandless, L.C. Probabilistic approaches to better quantifying the results of epidemiologic studies 2010 International Journal of Environmental Research and Public Health
Vol. 7, pp. 1520-1539 
article DOI  
Gustafson, P., McCandless, L.C., Levy, A.R. and Richardson, S. Simplified Bayesian sensitivity analysis for mismeasured and unobserved confounders 2010 Biometrics
Vol. 66, pp. 1129-1137 
article DOI  
Johnston, K.M., Levy, A.R., Lima, V.D., Hogg, R.S., Tyndall, M.W., Gustafson, P., Briggs, A. and Montaner, J.S. Expanding access to HAART: a cost-effective approach for treating and preventing HIV 2010 Aids
Vol. 24(12), pp. 1929-1935 
article DOI  
Lefebvre, G. and Gustafson, P. Impact of outcome model misspecification on regression and doubly-robust inverse probability weighting to estimate causal effect 2010 The international journal of biostatistics
Vol. 6(2) 
article DOI  
Lefebvre, G. and Gustafson, P. Impact of outcome model misspecification on regression and doubly-robust inverse probability weighting to estimate causal effect 2010 International Journal of Biostatistics
Vol. 6, pp. issue 2 article 15 
article DOI  
Gustafson, P. What are the limits of posterior distributions arising from nonidentified models, and why should we care? 2009 Journal of the American Statistical Association
Vol. 104, pp. 1682-1695 
article DOI URL 
Gustafson, P. and Greenland, S. Interval estimation for messy observational data 2009 Statistical Science
Vol. 24, pp. 328-342 
article DOI URL 
Hossain, S. and Gustafson, P. Bayesian adjustment for covariate measurement errors: a flexible parametric approach 2009 Statistics in Medicine
Vol. 28, pp. 1580-1600 
article DOI  
Liu, J., Gustafson, P., Cherry, N. and Burstyn, I. Bayesian analysis of a matched case-control study with expert prior information on both the misclassification of exposure and the exposure-disease association 2009 Statistics in Medicine
Vol. 28, pp. 3411-3423 
article DOI URL 
McCandless, L.C., Gustafson, P. and Austin, P.C. Bayesian propensity score analysis 2009 Statistics in Medicine
Vol. 28, pp. 94-112 
article DOI  
McCandless, L.C., Gustafson, P., Austin, P.C. and Levy, A. Covariate balance in a Bayesian propensity score analysis of beta blocker therapy in heart failure patients 2009 Epidemiological Perspectives and Innovations
Vol. 6(1), pp. article 5 
article DOI  
Ferrari, P., Carroll, R.J., Gustafson, P. and Riboli, E. A Bayesian multilevel model for estimating the diet/disease relationship in a multicenter study with exposures measured with error: the EPIC study 2008 Statistics in medicine
Vol. 27(29), pp. 6037-6054 
article DOI  
Gustafson, P. and Lefebvre, G. Bayesian multinomial regression with class-specific predictor selection 2008 The Annals of Applied Statistics, pp. 1478-1502  article DOI  
Johnston, K., Gustafson, P., Levy, A.R. and Grootendorst, P. Use of instrumental variables in the analysis of generalized linear models in the presence of unmeasured confounding with applications to epidemiological research 2008 Statistics in Medicine
Vol. 27, pp. 1539-1556 
article DOI  
Liu, J. and Gustafson, P. On Average Predictive Comparisons and Interactions 2008 International Statistical Review
Vol. 76, pp. 419�432 
article DOI  
McCandless, L.C., Gustafson, P. and Levy, A.R. A sensitivity analysis using information about measured confounders yielded improved assessments of uncertainty from unmeasured confounding 2008 Journal of Clinical Epidemiology
Vol. 61(3), pp. 247-255 
article DOI  
Gustafson, P. On robustness and model flexibility in survival analysis: transformed hazards models and average effects 2007 Biometrics
Vol. 63, pp. 69-77 
article DOI  
Gustafson, P. Measurement error modeling with an approximate instrumental variable 2007 Journal of the Royal Statistical Society, Series B
Vol. 69, pp. 797-815 
article DOI  
Gustafson, P. and Siddarth, S. Describing the dynamics of attention to TV commercials: A hierarchical Bayes analysis of the time to zap an ad 2007 Journal of Applied statistics
Vol. 34(5), pp. 585-609 
article DOI  
MacNab, Y.C. and Gustafson, P. Regression B-spline smoothing in Bayesian disease mapping: with an application to patient safety surveillance 2007 Statistics in medicine
Vol. 26(24), pp. 4455-4474 
article DOI  
McCandless, L.C., Gustafson, P. and Levy, A.R. Bayesian sensitivity analysis for unmeasured confounding in observational studies 2007 Statistics in Medicine
Vol. 26, pp. 2331-2347 
article DOI  
Walker, L.J., Gustafson, P. and Frimer, J.A. The application of Bayesian analysis to issues in developmental research 2007 International Journal of Behavioral Development
Vol. 31(4), pp. 366-373 
article DOI  
Greenland, S. and Gustafson, P. Accounting for independent nondifferential misclassification does not increase certainty than an observed association is in the correct direction 2006 American Journal of Epidemiology
Vol. 164, pp. 63-68 
article DOI  
Gustafson, P. Sample size implications when biases are modelled rather than ignored 2006 Journal of the Royal Statistical Society, Series A
Vol. 169, pp. 883-902 
article DOI  
Gustafson, P. and Greenland, S. The performance of random coefficient regression in accounting for residual confounding 2006 Biometrics
Vol. 62, pp. 760-768 
article DOI  
Gustafson, P. and Greenland, S. Curious phenomena in Bayesian adjustment for exposure misclassification 2006 Statistics in Medicine
Vol. 25, pp. 87-103 
article DOI  
Gustafson, P., Hossain, S. and MacNab, Y.C. Conservative prior distributions for variance parameters in hierarchical models 2006 Canadian Journal of Statistics
Vol. 34(3), pp. 377-390 
article DOI  
MacNab, Y.C., Kmetic, A., Gustafson, P. and Sheps, S. An innovative application of Bayesian disease mapping methods to patient safety research: A Canadian adverse medical event study 2006 Statistics in medicine
Vol. 25(23), pp. 3960-3980 
article DOI  
Synnes, A.R., MacNab, Y.C., Qiu, Z., Ohlsson, A., Gustafson, P., Dean, C.B., Lee, S.K., Network, C.N. and others Neonatal intensive care unit characteristics affect the incidence of severe intraventricular hemorrhage 2006 Medical care
Vol. 44(8), pp. 754-759 
article DOI  
Gustafson, P. The utility of prior information and stratification for parameter estimation with two screening tests but no gold standard 2005 Statistics in Medicine
Vol. 24, pp. 1203-1217 
article DOI  
Gustafson, P. On model expansion, model contraction, identifiability, and prior information: two illustrative scenarios involving mismeasured variables (with discussion) 2005 Statistical Science
Vol. 20, pp. 111-140 
article  
Gustafson, P., Hossain, S. and McCandless, L. Innovative Bayesian methods for biostatistics and epidemiology 2005 Handbook of Statistics
Vol. 25, pp. 763-792 
article DOI  
Gustafson, P., Kazi, A.M.R. and Levy, A.R. Extending logistic regression to model diffuse interactions 2005 Statistics in Medicine
Vol. 24, pp. 2089-2104 
article DOI  
Gustafson, P. Measurement Error and Misclassification in Statistics and Epidemiology: Impact and Bayesian Adjustments 2004   book DOI  
Gustafson, P. and Clarke, B. Decomposing posterior variance 2004 Journal of statistical planning and inference
Vol. 119(2), pp. 311-327 
article DOI  
Gustafson, P., Macnab, Y. and Wen, S. On the value of derivative evaluations and random walk suppression in Markov chain Monte Carlo algorithms 2004 Statistics and Computing
Vol. 14(1), pp. 23-38 
article DOI  
MacNab, Y.C., Farrell, P.J., Gustafson, P. and Wen, S. Estimation in Bayesian disease mapping 2004 Biometrics
Vol. 60(4), pp. 865-873 
article DOI  
MacNab, Y.C., Qiu, Z., Gustafson, P., Dean, C.B., Ohlsson, A. and Lee, S.K. Hierarchical Bayes analysis of multilevel health services data: a Canadian neonatal mortality study 2004 Health Services and Outcomes Research Methodology
Vol. 5(1), pp. 5-26 
article DOI  
Carbonetto, P., De Freitas, N., Gustafson, P. and Thompson, N. Bayesian feature weighting for unsupervised learning, with application to object recognition 2003 Artificial Intelligence and Statistics (AI & Statistics' 03)  inproceedings  
Gustafson, P., Aeschliman, D. and Levy, A. A simple approach to fitting Bayesian survival models 2003 Lifetime data analysis
Vol. 9(1), pp. 5-19 
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Gustafson, P. and Walker, L. An extension of the Dirichlet prior for the analysis of longitudinal multinomial data 2003 Journal of Applied Statistics
Vol. 30(3), pp. 293-310 
article DOI  
Gustafson, P. On the simultaneous effects of model misspecification and errors in variables 2002 Canadian Journal of Statistics
Vol. 30(3), pp. 463-474 
article DOI  
Gustafson, P., Le, N. and Vallée, M. A Bayesian approach to case--control studies with errors in covariables 2002 Biostatistics
Vol. 3(2), pp. 229-243 
article DOI  
Gustafson, P. and Le, N.D. Comparing the effects of continuous and discrete covariate measurement error, with emphasis on the dichotomization of mismeasured predictors 2002 Biometrics
Vol. 58(4), pp. 878-887 
article DOI  
Alqallaf, F. and Gustafson, P. On cross-validation of Bayesian models 2001 Canadian Journal of Statistics
Vol. 29(2), pp. 333-340 
article DOI  
Gustafson, P. On measuring sensitivity to parametric model misspecification 2001 Journal of the Royal Statistical Society: Series B (Statistical Methodology)
Vol. 63(1), pp. 81-94 
article DOI  
Gustafson, P., Le, N.D. and Saskin, R. Case-control analysis with partial knowledge of exposure misclassification probabilities 2001 Biometrics
Vol. 57, pp. 598-609 
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Walker, L., Gustafson, P. and Hennig, K. The consolidation/transition model in moral reasoning development. 2001 Developmental Psychology
Vol. 37(2), pp. 187 
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Gustafson, P. Local robustness in Bayesian analysis 2000 Robust Bayesian Analysis, pp. 71-88  incollection DOI  
Gustafson, P. Bayesian regression modeling with interactions and smooth effects 2000 Journal of the American Statistical Association
Vol. 95(451), pp. 795-806 
article DOI  
Gustafson, P., Le, N. and Vallée, M. Parametric Bayesian analysis of case-control data with imprecise exposure measurements 2000 Statistics & probability letters
Vol. 47(4), pp. 357-363 
article DOI  
Clarke, B. and Gustafson, P. On the overall sensitivity of the posterior distribution to its inputs 1998 Journal of statistical planning and inference
Vol. 71(1-2), pp. 137-150 
article DOI  
Gustafson, P. Flexible Bayesian modelling for survival data 1998 Lifetime Data Analysis
Vol. 4(3), pp. 281-299 
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Gustafson, P. A guided walk Metropolis algorithm 1998 Statistics and computing
Vol. 8(4), pp. 357-364 
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Gustafson, P. Large hierarchical Bayesian analysis of multivariate survival data 1997 Biometrics, pp. 230-242  article DOI URL 
Gustafson, P. Local sensitivity of posterior expectations 1996 Annals of Statistics
Vol. 24, pp. 174-195 
article DOI  
Gustafson, P. Local sensitivity of inferences to prior marginals 1996 Journal of the American Statistical Association
Vol. 91, pp. 774-781 
article DOI  
Gustafson, P. Aspects of Bayesian Robustness in Hierarchical Models [With Discussion and Rejoinder] 1996 Lecture Notes-Monograph Series, pp. 63-80  article  
Gustafson, P. The effect of mixing-distribution misspecification in conjugate mixture models 1996 Canadian Journal of Statistics
Vol. 24(3), pp. 307-318 
article DOI  
Gustafson, P. Model influence functions based on mixtures 1996 Canadian Journal of Statistics
Vol. 24(4), pp. 535-548 
article DOI  
Gustafson, P. Robustness considerations in Bayesian analysis 1996 Statistical Methods in Medical Research
Vol. 5(4), pp. 357-373 
article DOI  
Gustafson, P., Srinivasan, C. and Wasserman, L. Local sensitivity analysis 1996 Bayesian statistics
Vol. 5, pp. 197-210 
article  
Gustafson, P. A Bayesian analysis of bivariate survival data from a multicentre cancer clinical trial 1995 Statistics in Medicine
Vol. 14(23), pp. 2523-2535 
article DOI  
Gustafson, P., Wasserman, L. and others Local sensitivity diagnostics for Bayesian inference 1995 The Annals of Statistics
Vol. 23(6), pp. 2153-2167 
article DOI