This study introduces Cellular Material Network (CM‐Net), a pioneering machine learning architecture integrating physical information, to predict the mechanical properties of cellular materials. Comprehensive validation through simulations and experiments demonstrates its accuracy in predicting nonlinear behaviors, including initial peak compression ...
Sicong Zhou +5 more
wiley +1 more source
Psychosocial and Behavioral Correlates of Sleep Duration and Sleep Disturbance Among Lesbian, Gay, and Bisexual Women. [PDF]
Jabson Tree JM, Buchman K.
europepmc +1 more source
Exploiting Edge Semantics in Job Shop Scheduling Problem With Heterogeneous Graph Transformers
A heterogeneous graph transformer (HGT) is introduced for reinforcement learning‐based job shop scheduling by explicitly distinguishing precedence and machine‐contention relations through edge‐type‐specific attention. The proposed framework learns richer scheduling representations, improves decision quality over homogeneous graph models, and highlights
Bulent Soykan, Fatih Kasimoglu
wiley +1 more source
Indicators for evaluating public speaking in adults: a scoping review. [PDF]
Scanferla WH +3 more
europepmc +1 more source
Towards Human‐Centered Intelligent Inhabitable Spaces: A Review
This review introduces Robot‐Rooms as a new category of architectural‐scale robots that do not operate within a space but actively form and reconfigure the space around their occupants. Drawing from robotics, HCI, architecture, and the arts, an interdisciplinary framework is proposed that maps the enabling technologies and integration challenges ...
Nithesh Kumar +3 more
wiley +1 more source
Skin Health Information Seeking on Short Video Platforms in Indonesia: Mixed Methods Approach. [PDF]
Ahimsa FQ +4 more
europepmc +1 more source
HeaTrace: A Parametric Design‐to‐Fabrication Workflow for Thermally Programmable Soft Robots
A programmable thermal actuation workflow enables soft robots to be designed and fabricated with embedded heaters that drive multiple responses. By combining performance‐driven heater design with multimaterial fabrication, the system supports thermally triggered shape change, stiffness tuning, and thermochromic visual response, as demonstrated through ...
Naresh Kumar Thanigaivel +9 more
wiley +1 more source
Variable Expressiveness of a Novel Pathogenic <i>SETD1A</i> Missense Variant Linked to FLOS Domain Haploinsufficiency in a Mexican Pedigree. [PDF]
Huerta LMG +3 more
europepmc +1 more source
Expanded Phenotype Associated With an Intronic PPP1R12A Variant: A Case Report and Literature Review
ABSTRACT Autosomal dominant PPP1R12A‐related genitourinary and/or brain malformation syndrome is a recently described multisystem disorder caused by loss‐of‐function variants in the protein phosphatase 1 regulatory subunit 12a (PPP1R12A) gene. To date, 22 affected individuals have been reported with variable brain malformations and genitourinary ...
Emily M. Bland +4 more
wiley +1 more source
CAVE-Onc: Graph-constrained agentic validation for cross-domain contradictions in CDISC oncology submissions. [PDF]
Yan J.
europepmc +1 more source

