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Since time series data in the ICU are amply available and since the modeling of ICU time series data with regression techniques are more difficult due to the problem of high correlation within the data, the authors state that ESN might contribute to the development of future modeling methods of ICU databases.
We used data derived from the databases of the European Research in Intensive Care Units (EURICUS) projects, a multicenter project designed to study the ICUs of the European Union (EU), to project severity of illness, diagnosis, and workload data in the ICU.
Clinical Information Systems CISS) are becoming a useful tool for managing patients and data in the ICU.
The integration of pupil diameter measurement, heart and respiratory rate or tidal volume activation to assess ergonomics are new data in the ICU field.
Understanding the opportunities and pitfalls of implementing big data in the ICU setting and considering the subsequent technical, ethical and societal changes are key issues for the upcoming years, paving the way for critical diagnostic and therapeutic innovations.
At patient level, daily checklists using mobile devices could show the current recommendation (Vt ≤ 6 mL/Kg IBW) and capture the patients' current tidal volume, as well as the average data in the ICU and in the country/region thus helping to improve adherence to good standards of care.
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We just postulated that the clinical and therapeutic data observed in the ICU could influence survival at 4 months after the ICU discharge.
Intensive care platforms require timely processing of data retrievals to guarantee the continuous display of recent patient data, and automatic control loops are beneficial for optimizing data processing in the ICU [30].
Data collected in the ICU for the Project IMPACT database was merged with cost data from the hospital's cost accounting system to obtain costs based on actual use, not cost/charge ratios.
The database includes all physiological data recorded in the ICU, clinical variables, results of investigations (including laboratory tests) and survival outcome data.
In addition, only limited data exist in the ICU, and this treatment remains associated with potential side effects, including risk of worsening respiratory status.
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