Exact Discrete Stochastic Simulation With Deep‐Learning‐Scale Gradient Optimization
A 203,796‐parameter gene regulatory network classifies handwritten digits with 98.4% accuracy using exact stochastic dynamics. The framework decouples forward simulation from backward differentiation, making continuous‐time Markov chain models compatible with deep‐learning optimization.
Jose M. G. Vilar, Leonor Saiz
wiley +1 more source
Effects of the COVID-19 Pandemic on Tuberculosis Outcomes in the United States: A Bayesian Analysis. [PDF]
Swartwood NA +9 more
europepmc +1 more source
As a pilot phase of the Central Asian Genomic Diversity Project, whole‐genome sequencing of 166 individuals from 20 Central Asian and Afghan Hazara populations reveals fine‐scale substructure shaped by repeated trans‐Eurasian migration and admixture. Integrated analyses uncover post‐admixture adaptation, archaic introgression, and medically relevant ...
Mengge Wang +11 more
wiley +1 more source
Paternal emotional warmth buffers maternal rejection in adolescent NSSI: a network and Bayesian analysis. [PDF]
Luo ZY +8 more
europepmc +1 more source
Large‐scale UK Biobank analyses identify clinical and proteomic signatures for early prediction of valvular heart disease and its subtypes. Proteins add predictive value for VHD, AVS, and MVR, with outcome‐specific compact panels showing translational potential. Multi‐layer evidence highlights matrix remodeling, protease regulation, immune inflammation,
Zhihao Jiang +10 more
wiley +1 more source
Understanding the role of hypertension in stroke outcomes using Bayesian analysis. [PDF]
Akhmedullin R +13 more
europepmc +1 more source
Multiscale Circuit Architecture Associated With Memory Dysfunction in Temporal Lobe Epilepsy
A multiscale precision‐mapping framework reveals that memory impairment in temporal lobe epilepsy arises from the convergence of focal medial temporal pathology, strategic white matter disconnection, and limbic‐centered metabolic network dysfunction.
Jiajie Mo +12 more
wiley +1 more source
Coagulation dysfunction events associated with novel tetracycline-class drugs: a disproportionality and Bayesian analysis based on the FAERS database. [PDF]
Li H +5 more
europepmc +1 more source
Caspofungin heteroresistance is prevalent in clinical Candida glabrata isolates and depends on calcineurin‐mediated stress adaptation. This transient phenotype serves as a reservoir for resistance evolution, enabling the emergence of stable resistant descendants under prolonged drug pressure.
Yanyu Su +7 more
wiley +1 more source
Racial and Ethnic Disparities in Cost-Related Healthcare Access Barriers in Florida (2012-2024): A Joinpoint Regression and Bayesian Analysis. [PDF]
Acosta-Batista C +5 more
europepmc +1 more source

