Sepsis Prediction

Early Sepsis Detection

Temporal Prediction Model

class SepsisEarlyDetector(nn.Module):
    def __init__(self, n_features=38, hidden=128):
        super().__init__()
        self.lstm = nn.LSTM(n_features, hidden, num_layers=2,
                           batch_first=True, dropout=0.3, bidirectional=True)
        self.attention = nn.MultiheadAttention(hidden * 2, num_heads=8)
        self.head = nn.Sequential(nn.Linear(hidden * 2, 64), nn.ReLU(),
                                  nn.Dropout(0.3), nn.Linear(64, 1))

    def forward(self, x):
        h, _ = self.lstm(x)
        h_att, _ = self.attention(h, h, h)
        return torch.sigmoid(self.head(h_att[:, -1, :]))

Antimicrobial Timing

Time-to-Treatment Impact

Organ Failure Prediction

Sequential Organ Failure Assessment (SOFA)