Table 2 EF model assessment for 2, 4, 6 and 8hr prediction window: Precision and recall computed for defined deterioration risk index.

From: Explainable machine learning for real-time deterioration alert prediction to guide pre-emptive treatment

Prediction window risk index

2 h

4 h

6 h

8 h

Precision

Recall

Precision

Recall

Precision

Recall

Precision

Recall

1 (Top 5 \(\%\))

0.9218

1

0.9323

1

0.9408

1

0.9465

1

2 (Top 6–15 \(\%\))

0.8241

1

0.8491

1

0.8690

1

0.8767

1

3 (Top 16–30 \(\%\))

0.7531

1

0.7735

1

0.8130

1

0.8174

1