A hybrid Reinforcement Learning–Explainable AI framework integrates SHAP and LIME explanations directly into a Deep Q‐Network inference loop for real‐time ICU decision support. Trained on 18 142 mechanically ventilated stays from the eICU database, the system attains 93.0% decision accuracy, 20% fewer errors than RL alone, and a 91% clinician trust ...
Jannatul Ferdaus Disha +2 more
wiley +1 more source
Association of Genetic Variants in <i>PNPLA3</i>, <i>MBOAT7</i>, and <i>MARC1</i> with Metabolic and Hematological Immune-Inflammation Indices in Adolescent Females with and Without MASLD: A Multilevel Risk-Allele Burden Analysis. [PDF]
Jurkovic Mlakar S +3 more
europepmc +1 more source
ABSTRACT Congenital heart disease (CHD) and dermatologic conditions such as lymphedema and acquired melanocytic nevi (AMN) are common in Turner Syndrome (TS). We hypothesized that abnormalities of cranial neural crest cell derivatives drive the skin and heart manifestations of TS. We conducted joint cardiac and skin examinations of volunteers at a 2023
Sarah Elsaim +8 more
wiley +1 more source
Hygroscopic Behaviour and Diffusion Characteristics of Flexible TPU Materials Fabricated by FDM for Potential Biomedical Applications. [PDF]
Šimunić N +3 more
europepmc +1 more source
Housing as Asset‐Based Welfare in Australia: An Investigation Through a Consumption Lens
ABSTRACT Housing asset‐based welfare has long been a key component of Australia's social policy. This resonates with a parallel literature identifying a trade‐off between homeownership and the size of nations' welfare states, wherein owner‐occupiers in smaller welfare states tend to come to rely on housing wealth to meet many of their welfare needs ...
Gavin A. Wood +3 more
wiley +1 more source
Controlled Maxillofacial Administration of Levodopa in a Patient With Parkinson's Disease: A First-in-Human 24-Hour Follow-Up Study. [PDF]
Thirunavukarasu SC +10 more
europepmc +1 more source
ABSTRACT In this study, saponification variables were optimized using a face‐centred central composite design‐response surface methodology. The variables included reaction temperature (50°C–120°C), reaction time (30–180 min), KOH concentration (0.5–3 M) and pyrogallol concentration (0–1% w/v).
Milad Kazemi +4 more
wiley +1 more source
Testing a Computational Model of Interruptions: The Effects of Time Pressure on Interruption and Response Decisions. [PDF]
Knight EB +4 more
europepmc +1 more source
Cooling holes provide a simple passive cooling strategy for polymer spur gears, reducing maximum operating temperature by up to 9.39% while introducing a measurable gear mesh stiffness penalty. A validated response‐surface model reveals how hole size and location govern this thermal–mechanical trade‐off, enabling design optimization for thermally and ...
Abderrahim Baccar +5 more
wiley +1 more source
Post-Print Annealing of FDM-Printed Polylactic Acid: Mapping Strength, Crystallinity, and α'/α Polymorph Composition via a Replicated Taguchi L9 Design. [PDF]
Shewakh WM +3 more
europepmc +1 more source

