Studying noncollapsibility of the odds ratio with marginal structural and logistic regression models

M Pang, JS Kaufman, RW Platt - Statistical methods in …, 2016 - journals.sagepub.com
One approach to quantifying the magnitude of confounding in observational studies is to
compare estimates with and without adjustment for a covariate, but this strategy is known to be …

Can we train machine learning methods to outperform the high-dimensional propensity score algorithm?

ME Karim, M Pang, RW Platt - Epidemiology, 2018 - journals.lww.com
The use of retrospective health care claims datasets is frequently criticized for the lack of
complete information on potential confounders. Utilizing patient’s health status–related …

[HTML][HTML] Confounding, effect modification and the odds ratio: common misinterpretations

I Shrier, M Pang - Journal of clinical epidemiology, 2015 - ncbi.nlm.nih.gov
Background Although more precise statistical language is sometimes used, for simplicity, in
this paper 1)“adjustment” refers to including a variable in a regression analysis unless …

Extracellular vesicles derived from Akkermansia muciniphila promote placentation and mitigate preeclampsia in a mouse model

Y Chen, Z Ou, M Pang, Z Tao, X Zheng… - Journal of …, 2023 - Wiley Online Library
Preeclampsia (PE) is a multisystem disorder with high maternal morbidity and mortality rates.
Currently, no practical therapeutic approach is available to prevent PE progression, except …

Spline‐based accelerated failure time model

M Pang, RW Platt, T Schuster… - Statistics in …, 2021 - Wiley Online Library
The accelerated failure time (AFT) model has been suggested as an alternative to the Cox
proportional hazards model. However, a parametric AFT model requires the specification of …

[HTML][HTML] Psychometric properties of the Alzheimer's Disease Cooperative Study–Activities of Daily Living for Mild Cognitive Impairment (ADCS-MCI-ADL) scale: a post …

M Potashman, M Pang, M Tahir, S Shahraz, S Dichter… - BMC geriatrics, 2023 - Springer
Background The Alzheimer's Disease Cooperative Study – Activities of Daily Living Scale
for use in Mild Cognitive Impairment (MCI), the ADCS-ADL-MCI, is an evaluation scale with …

Flexible extension of the accelerated failure time model to account for nonlinear and time-dependent effects of covariates on the hazard

M Pang, RW Platt, T Schuster… - Statistical Methods in …, 2021 - journals.sagepub.com
The accelerated failure time model is an alternative to the Cox proportional hazards model
in survival analysis. However, conclusions regarding the associations of prognostic factors …

Comparative effectiveness and safety of direct oral anticoagulants versus vitamin K antagonists in nonvalvular atrial fibrillation: a Canadian multicentre observational …

M Durand, ME Schnitzer, M Pang, G Carney… - … Open Access Journal, 2020 - cmajopen.ca
Background: Direct oral anticoagulants (DOACs) have widely replaced warfarin for stroke
prevention in nonvalvular atrial fibrillation. Our objective was to compare the safety and …

[HTML][HTML] Effect estimation in point-exposure studies with binary outcomes and high-dimensional covariate data–a comparison of targeted maximum likelihood …

M Pang, T Schuster, KB Filion, ME Schnitzer… - … international journal of …, 2016 - degruyter.com
Inverse probability of treatment weighting (IPW) and targeted maximum likelihood estimation
(TMLE) are relatively new methods proposed for estimating marginal causal effects. TMLE …

[HTML][HTML] Targeted maximum likelihood estimation for pharmacoepidemiologic research

M Pang, T Schuster, KB Filion, M Eberg, RW Platt - Epidemiology, 2016 - journals.lww.com
Background: Targeted maximum likelihood estimation has been proposed for estimating
marginal causal effects, and is robust to misspecification of either the treatment or outcome …