Collective motion and its connection to the energy landscape in 2D soft crystals.

We examine the collective motion in computational models of a two-dimensional dusty plasma crystal and a charged colloidal suspension as they approach their respective melting transitions. To unambiguously identify rearrangement events in the crystal, we map the trajectory of configurations from an equilibrium molecular dynamics simulation to the corresponding sequence of configurations of local potential energy minima ("inherent structures"). This inherent structure (IS) trajectory eliminates the ambiguity that arises from localized vibrational motion.

Computationally efficient machine-learned model for GST phase change materials via direct and indirect learning.

Phase change materials such as Ge2Sb2Te5 (GST) are ideal candidates for next-generation, non-volatile, solid-state memory due to the ability to retain binary data in the amorphous and crystal phases and rapidly transition between these phases to write/erase information. Thus, there is wide interest in using molecular modeling to study GST. Recently, a Gaussian Approximation Potential (GAP) was trained for GST to reproduce Density Functional Theory (DFT) energies and forces at a fraction of the computational cost [Zhou et al.

Hierarchy of topological transitions in a network liquid.

The representation of complex systems as networks has become a critical tool across many fields of science. In the context of physical networks, such as biological neural networks, vascular networks, or network liquids where the nodes and edges occupy volume in three-dimensional space, the question of how they become densely packed is of special importance. Here, we investigate a model network liquid, which is known to densify via two successive liquid-liquid phase transitions (LLPTs).

The American Association for the Surgery of Trauma Organ Injury Scale for Spleen Does Not Equally Predict Interventions in Penetrating and Blunt Trauma.

Background: The American Association for the Surgery of Trauma (AAST) Organ Injury Scale (OIS) for the spleen (and other organs) was created in 1989. It has been validated to predict mortality, need for operation, length of stay (LOS), and intensive care unit (ICU) LOS.

Purpose: We aimed to determine if the Spleen OIS is applied equally to blunt and penetrating trauma.

The American Association for the Surgery of Trauma Organ Injury Scale is Associated With Cystoscopic and Percutaneous Urologic Procedures in Renal Injuries.

Background: The American Association for the Surgery of Trauma Organ Injury Scale for the kidney was created in 1989. It has been validated to various outcomes including operations. It was updated in 2018 to better predict endourologic interventions, but this change has not been validated.