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
Effects of post-fire on seed germination and seedling recruitment of a generalist savanna woody species. [PDF]
De Macedo MA, Rossatto DR.
europepmc +1 more source
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
Infant mortality across EU health systems: heterogeneity encoding, fixed effects regression, and machine learning in a small macro panel. [PDF]
Kisa E, Kisa A.
europepmc +1 more source
The role of venture‐financed startups in innovation for US agriculture
Abstract To evaluate the role played by startup companies in the innovation ecosystem of US agriculture, we compile a unique dataset of 6024 new entrants founded 1987–2019 that details their financing lifecycles, annual economic performance, and patenting activities.
Gregory D. Graff +2 more
wiley +1 more source
Trade-off between yield and quality driven by artificial domestication in <i>Gleditsia sinensis</i>: Phenotypic and functional component variation in a common garden and variety selection. [PDF]
Zhang G +5 more
europepmc +1 more source
Contrasting Osmotic Stress Responses and Provenance Effects on Seed Germination and Seedling Performance in Two Andean Species. [PDF]
Patiño-Uyaguari C +4 more
europepmc +1 more source
Effect of Construction Restrictions on Future Landslide Exposure Under Land-Use Simulation in Southwest China. [PDF]
Jin J +7 more
europepmc +1 more source
Functional traits explain responses of Appalachian birds to vertical and horizontal forest structure. [PDF]
Roberts T +7 more
europepmc +1 more source
DNA and RNA metabarcoding reveal shared dominant seed-borne fungi. [PDF]
Franić I +6 more
europepmc +1 more source

