Sexual abuse and psychotic phenomena: a directed acyclic graph analysis of affective symptoms using English national psychiatric survey data - ERRATUM. [PDF]
Psychol Med, 2023 Moffa G +4 more
europepmc +1 more source
Proteins: Structure, Function, and Bioinformatics, EarlyView.ABSTRACT The GTPase KRAS executes a conformational switch between a GTP‐bound active state and a GDP‐bound inactive state, a process central to oncogenic signaling. However, the structural basis of this switching at the level of residue‐contact organization remains incompletely characterized by traditional binary structural models.
Fatma Senguler Ciftci, Burak Erman
wiley +1 more source
Why theory matters for causal inference? Rethinking endogeneity in entrepreneurship research
Strategic Entrepreneurship Journal, EarlyView.Abstract Endogeneity in entrepreneurship research is often treated as a statistical complication addressable through advanced econometric tools. This commentary argues that such an approach overlooks a deeper issue: endogeneity is conceptual before it is statistical.
Daniel Tzabbar
wiley +1 more source
Sexual abuse and psychotic phenomena: a directed acyclic graph analysis of affective symptoms using English national psychiatric survey data. [PDF]
Psychol Med, 2023 Moffa G +4 more
europepmc +1 more source
VIEW, EarlyView.Large‐scale cohorts and multimodal biomedical data have enabled powerful predictive models for clinical risk stratification, but prediction alone cannot guide effective interventions. This review introduces causal artificial intelligence as a design‐first framework that integrates target trial emulation, causal discovery, and robust effect estimation ...
Linlin Cao +5 more
wiley +1 more source
The directed acyclic graph helped identify confounders in the association between coronary heart disease and pesticide exposure among greenhouse vegetable farmers. [PDF]
Medicine (Baltimore), 2023 Li H, Zheng C, Zhang Y, Yang H, Li J.
europepmc +1 more source
Graph neural network‐based attack prediction for communication‐based train control systems
CAAI Transactions on Intelligence Technology, EarlyView.Abstract The Advanced Persistent Threats (APTs) have emerged as one of the key security challenges to industrial control systems. APTs are complex multi‐step attacks, and they are naturally diverse and complex. Therefore, it is important to comprehend the behaviour of APT attackers and anticipate the upcoming attack actions.
Junyi Zhao +3 more
wiley +1 more source
Detecting abnormal connectivity in schizophrenia via a joint directed acyclic graph estimation model. [PDF]
Neuroimage, 2022 Zhang G +8 more
europepmc +1 more source
Directed Acyclic Graph Convolutional Networks
IEEE Transactions on Signal ProcessingDirected acyclic graphs (DAGs) are central to science and engineering applications including causal inference, scheduling, and neural architecture search. In this work, we introduce the DAG Convolutional Network (DCN), a novel graph neural network (GNN) architecture designed specifically for convolutional learning from signals supported on DAGs.
Samuel Rey +2 more
openaire +2 more sources
The British Journal of Sociology, EarlyView.ABSTRACT Scholars have long investigated intergenerational inequality, with attention to the associations among social origins, education, and socio‐economic destinations: the so‐called OED triangle. Meanwhile, recent research highlights distinct roles of education and skills in status attainment.
Satoshi Araki
wiley +1 more source