Predicting redox potentials by graph-based machine learning methods.

The evaluation of oxidation and reduction potentials is a pivotal task in various chemical fields. However, their accurate prediction by theoretical computations, which is a complementary task and sometimes the only alternative to experimental measurement, may be often resource-intensive and time-consuming. This paper addresses this challenge through the application of machine learning techniques, with a particular focus on graph-based methods (such as graph edit distances, graph kernels, and graph neural networks) that are reviewed to enlighten their deep links with theoretical chemistry.

Necrotizing Skin and Soft Tissue Infections Admitted to Intensive Care Unit in Reunion Island: A Retrospective Cohort Study.

This retrospective and single-center study in Reunion Island (Indian Ocean) assessed frequency, mortality, causative pathogens of severe necrotizing skin, and necrotizing skin and soft tissue infections (NSSTIs) admitted in intensive care unit (ICU). Sixty-seven consecutive patients were included from January 2012 to December 2018. Necrotizing skin and soft tissue infection represented 1.

[Why does the Ebola virus epidemic continue to plague the Democratic Republic of the Congo?].

Why does the ebola virus epidemic continue to plague the democratic republic Of the congo?Ebola virus disease outbreak continues in North Kivu and Ituri provinces in the Democratic Republic of the Congo, despite a marked improvement in management of medical care and prevention of the disease. Since August 2018, the disease has been evolving in a complex epidemic field, forgotten by the international press. In the sensitive geopolitic context with this area of armed conflicts more than 20 years, we describe the socio-cultural and geopolitic parameters that have an impact on the evolution of disease in the eastern of Democratic Republic of the Congo.

Postpandemic Influenza Mortality of Venovenous Extracorporeal Membrane Oxygenation-Treated Patients in Reunion Island: A Retrospective Single Center Study.

Objectives: The aim of the present study was to assess the post-pandemic mortality of influenza in patients receiving venovenous extracorporeal membrane oxygenation (VV-ECMO) in Reunion Island, France, by comparing the incidence with other patients undergoing VV-ECMO.

Design: Retrospective, descriptive, and single-center cohort study. The primary outcome was the standardized mortality ratio for influenza based on the quartiles of the Respiratory Extracorporeal Membrane Oxygenation Survival Prediction score (RESP Score) in the reference population of patients undergoing VV-ECMO.