ICU AI

Sepsis Early Detection

SOFA Score Prediction

class SepsisPredictor(nn.Module):
    def __init__(self, input_dim=40, seq_len=24):
        super().__init__()
        self.lstm = nn.LSTM(input_dim, 64, num_layers=2, batch_first=True, bidirectional=True)
        self.attention = nn.Linear(128, 1)
        self.classifier = nn.Sequential(
            nn.Linear(128, 64), nn.ReLU(), nn.Dropout(0.3), nn.Linear(64, 1))

    def forward(self, x):
        h, _ = self.lstm(x)
        attn = torch.softmax(self.attention(h), dim=1)
        context = (attn * h).sum(dim=1)
        return torch.sigmoid(self.classifier(context))

Ventilator Weaning

Spontaneous Breathing Trial Prediction

Rapid Shallow Breathing Index

Hemodynamic Monitoring

Cardiac Output Estimation