Table 5.
Reproducibility and validation of models
| Topic | % (n = 47) articles |
|---|---|
| Model validation included | 34 (16) |
| Validation dataset* | |
| Same data (bootstrap) | 13 (6) |
| Same population, new data** | 23 (11) |
| External (that is, new population setting) | 11 (5) |
| Larger series including original sample | 0 (0) |
| Validation of models | |
| Final model with same coefficients and variables | 26 (12) |
| Unclear reporting | 9 (4) |
| Modifications suggested to model in light of validation? | 0 (0) |
* Five studies included validation with more than one dataset.
** Methods used by studies were as follows: five studies used a random split, two used temporal split, five used cross validation, one used the jacknife method. Two studies used two and three methods respectively.