Concepedia

Enhancing mortality prediction in intensive care units: improving APACHE II, SOFA, and SAPS II scoring systems using long short-term memory

Yuhan Deng, Shihai Li, Jiaxing Li, Yang Li, Chong You

Internal and Emergency Medicine · 2025 · 14 citations · 20 references

Concepts

MedicineCritical Care NursingClinical Classification SystemsClinical Decision SupportCritical Care MedicineIntensive Care MedicineMortality AnalysisMortality MeasurementMortality Risk AssessmentSurvival PredictionIn-hospital MortalityIntensive Care Unit MortalityLong Short-term Memory NetworksMortality PredictionMortality PredictorsOrgan Dysfunction PredictionPredictive Scoring SystemsShort-term Survival Prediction

References

20

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 98.1K citations

Computing, Computer Science, Algorithms +16

William A. Knaus, Elizabeth A. Draper, Douglas P. Wagner et al. · Critical Care Medicine · 1985 · 13.7K citations

Medicine, Internal Medicine, Clinical Classification Systems +16

The SOFA (Sepsis-related Organ Failure Assessment) score to describe organ dysfunction/failure

Jean‐Louis Vincent, Rui P. Moreno, Jukka Takala et al. · Intensive Care Medicine · 1996 · 11.6K citations

Veterinary Medicine, Internal Medicine, Critical Care Medicine +12

A new Simplified Acute Physiology Score (SAPS II) based on a European/North American multicenter study

J. R. Le Gall · JAMA · 1993 · 6.4K citations

Medicine, Internal Medicine, Acute Care Medicine +9

APACHE II: a severity of disease classification system.

Elizabeth S. Draper · PubMed · 1985 · 6.1K citations

Medicine, Internal Medicine, Acute Care Medicine +16