Results 41 to 50 of about 23,676,347 (287)

G-computation demonstration in causal mediation analysis [PDF]

European Journal of Epidemiology, 2015
Recent work has considerably advanced the definition, identification and estimation of controlled direct, and natural direct and indirect effects in causal mediation analysis. Despite the various estimation methods and statistical routines being developed, a unified approach for effect estimation under different effect decomposition scenarios is still ...
Wang, Aolin, Arah, Onyebuchi
openaire   +5 more sources

Social Functioning Within the First Years After Pediatric Brain Tumor Diagnosis and the Relationship With Family Psychosocial Risk

Pediatric Blood &Cancer, EarlyView.
ABSTRACT Background Survivors of pediatric brain tumors (PBTs) can experience long‐term social difficulties, impacting quality of life. Beyond medical and environmental factors, family psychosocial risk may play a role in social outcomes by shaping the caregiving environment and may provide intervention options.
Renske H. Houben, Marisa H. Huisman, Martha A. Grootenhuis, Femke K. Aarsen, Marita Partanen   +4 more
wiley   +1 more source

GAN-CMA: Causal Mediation Analysis Based on Generative Adversarial Network

IEEE Access
Causal Mediation Analysis plays a vital role in fields such as social sciences, medicine, and education, particularly in uncovering the mechanisms by which treatment variables influence outcomes through mediating pathways.
Haiyue Zhang, Qi Li, Zhe Yang, Mingyu Gao, Lei Shang, Zhijun Tan   +5 more
doaj   +1 more source

Retrospective Analysis of Donor Lymphocyte Infusions in Pediatric Patients With Mixed Chimerism After Hematopoietic Stem Cell Transplantation

Pediatric Blood &Cancer, EarlyView.
ABSTRACT Background Allogeneic hematopoietic stem cell transplantation (alloHSCT) is an essential therapy for several malignant and nonmalignant diseases, but relapse and graft loss remain the principal threats to its success. Routine monitoring of chimerism and minimal residual disease (MRD) enables early detection of imminent recurrence and guides ...
Carmen Junk, Sebastian Michaelis, Michaela Döring, Thomas Eichholz, Ursula Holzer, Martin Ebinger, Tim Flaadt, Rupert Handgretinger, Peter Lang, Jan Frederic Weller, Markus Mezger   +10 more
wiley   +1 more source

Causal mediation analysis: Effect of mode of conception on breastfeeding outcomes through mediators.

, 2022
Causal mediation analysis: Effect of mode of conception on breastfeeding outcomes through mediators.
Min Chang (4799667), Yi-Ting Huang (383118), Yen-Tsung Huang (188083), Li-Yin Chien (30447), Shiue-Shan Weng (4578151)   +4 more
core   +1 more source

Causal mediation analysis with multiple causally-ordered mediators [PDF]

, 2013
Symposium on Causal Mediation Analysis, Ghent 28–29 January ...
David, Leon, Rhian, Daniel, Bianca, De Stavola   +2 more
core   +1 more source

On Causal Mediation Analysis with a Survival Outcome [PDF]

The International Journal of Biostatistics, 2011
Suppose that having established a marginal total effect of a point exposure on a time-to-event outcome, an investigator wishes to decompose this effect into its direct and indirect pathways, also known as natural direct and indirect effects, mediated by a variable known to occur after the exposure and prior to the outcome.
openaire   +2 more sources

Biphasic Clinical Course of Pediatric Cytomegalovirus‐Associated Immune Thrombocytopenia: Early Poor Treatment Response but Favorable Long‐Term Outcomes

Pediatric Blood &Cancer, EarlyView.
ABSTRACT Background Cytomegalovirus (CMV) is a recognized trigger of immune thrombocytopenia (ITP); however, its incidence and impact on disease course in children remain controversial. Therefore, we aimed to characterize the clinical course of pediatric patients with CMV‐associated ITP.
Oded Gilad, Ohad Atia, Osama Tanous, Dafna Brik Simon, Michal Dvori, Miriam Cohen, Tracie A. Goldberg, Efraim Bilavsky, Joanne Yacobovich, Orna Steinberg‐Shemer   +9 more
wiley   +1 more source

Counterfactual graphical models for longitudinal mediation analysis with unobserved confounding

, 2013
Questions concerning mediated causal effects are of great interest in psychology, cognitive science, medicine, social science, public health, and many other disciplines.
Shpitser, Ilya
core   +1 more source

Causal Mediation Analysis With Survival Data [PDF]

Epidemiology, 2011
Causal mediation analysis is considered for time-to-event outcomes and survival analysis models. Different possible effect decompositions are discussed for the survival function, hazard, mean survival time and median survival scales. Approaches to mediation analysis in the social sciences are related to counterfactual approaches using additive hazard ...
openaire   +2 more sources