Table 5. Features Selected for Final Complex SF Model and Simplified SF Model, In Order of Decreasing Predictive Importance.
Original data element from which feature was derived | Lookback period (days) | Transformation type | Odds ratio |
---|---|---|---|
Complex SF model (Naïve Bayes) | |||
Granulation score | 2 | Mean value | |
Exudate amount score | 3 | Maximum value | |
Nasogastric tube presence | 2 | Maximum value | |
Granulation score | 5 | Maximum value | |
Nasogastric tube presence | 5 | Maximum value | |
Heart rate | 3 | Maximum value | |
Heart rate | 4 | Daily change | |
Temperature of wound minus skin | 5 | Deviation from trend | |
Wound length | 2 | Maximum value | |
Wound culture ordered | 5 | Maximum value | |
Body temperature | 5 | Maximum value | |
Diastolic blood pressure | 2 | Raw value | |
Simplified SF model (Logistic regression) | |||
Nasogastric tube presence | 2 | Maximum value | 1.91 (binary) |
Exudate amount score | 2 | Maximum value | 1.24 (per score increment) |
Heart rate | 2 | Maximum value | 1.18 (per 10 bpm) |
Slough type score | 2 | Maximum value | 1.18 (per score increment) |
Wound length | 2 | Maximum value | 1.02 (per cm) |
SF, serial features