PaO2PredictorDjango

Simple web page loads pretrained models for predicting PaO2 values

Environment set up:

To set up the conda environment, use req.txt

Examples of PaO2 Predition

3 Features:

SpO2 = 95 , FiO2 = 0.5 , Peep = 5

	Samples with SpO2 <= 96	All Samples
Linear Regression	111.95	141.28
SVR	93.44	95.5
Neural Network	110.48	112.29

7 Features:

SpO2 = 95, FiO2 = 0.5, Peep = 10, Tidal Volumn = 850, MAP = 84, Temperature = 36.56, vaso = 0

	Samples with SpO2 <= 96	All Samples
Linear Regression	100.07	138.53
SVR	86.79	85.12
Neural Network	93.93	101.6