From: An evaluation of time series summary statistics as features for clinical prediction tasks
Statistic | AUROC | AUPRC | AUROC | AUPRC |
---|---|---|---|---|
 | 72-hour | in-hospital | ||
mean | 0.8517 ±0.0033 | 0.2282 ±0.0071 | 0.8248 ±0.0016 | 0.5128 ±0.0050 |
first | 0.7206 ±0.0054 | 0.1115 ±0.0025 | 0.7366 ±0.0017 | 0.3665 ±0.0014 |
min, max | 0.8590 ±0.0042 | 0.2558 ±0.0080 | 0.8308 ±0.0021 | 0.5289 ±0.0042 |
min, max, mean | 0.8607 ±0.0021 | 0.2494 ±0.0031 | 0.8310 ±0.0012 | 0.5297 ±0.0030 |
min, max, mean, std | 0.8589 ±0.0022 | 0.2498 ±0.0058 | 0.8282 ±0.0005 | 0.5262 ±0.0020 |
 | 30-day | 1-year | ||
mean | 0.7716 ±0.0033 | 0.5314 ±0.0049 | 0.7838 ±0.0017 | 0.7324 ±0.0034 |
first | 0.7597 ±0.0036 | 0.5281 ±0.0069 | 0.7561 ±0.0018 | 0.7031 ±0.0028 |
min, max | 0.7760 ±0.0021 | 0.5351 ±0.0031 | 0.7844 ±0.0011 | 0.7298 ±0.0020 |
min, max, mean | 0.7734 ±0.0017 | 0.5353 ±0.0041 | 0.7840 ±0.0022 | 0.7330 ±0.0049 |
min, max, mean, std | 0.7770 ±0.0016 | 0.5430 ±0.0058 | 0.7872 ±0.0020 | 0.7391 ±0.0030 |