RISK FACTORS FOR ADVERSE OUTCOMES DURING MECHANICAL VENTILATION OF 1152 COVID-19 PATIENTS: A MULTICENTER MACHINE LEARNING STUDY WITH HIGHLY GRANULAR DATA FROM THE DUTCH DATA WAREHOUSE

Abstract Background The identification of risk factors for adverse outcomes and prolonged intensive care unit (ICU) stay in COVID-19 patients is essential for prognostication, determining treatment intensity, and resource allocation.Previous studies have determined risk factors on admission only, Door Locking and included a limited number of predic

BackgroundThe capacity of cancer cells to undergo epithelial mesenchymal trans-differentiation has been implicated as a factor driving metastasis, through the acquisition of enhanced migratory/invasive cell programs and the engagement of anti-apoptotic mechanisms promoting drug and radiation resistance.Our aim was to define molecular signaling chan

Faced with severe global shortage of water and soil resources, studies on the integrated effect of water and nitrogen on tomato cultivation are urgently needed for sustainable agriculture.Two successive greenhouse experiments with three irrigation regimes (1, 2/3, 1/3 full irrigation) and four nitrogen levels (1, 2/3, 1/3, 0 nitrogen) were conducte

The present study is an approach to health care in immigrants and their domestic environment, obtained by means of experience gathered in the latest years.In the use of social and cultural factors applied to processes of health/sickness/attention, the anthropological view has been of more help in some cases than others circumstance that can be conf