From: An evaluation of time series summary statistics as features for clinical prediction tasks
Statistic | AUROC | AUPRC | AUROC | AUPRC |
---|---|---|---|---|
 | 72-hour | in-hospital | ||
min | 0.8113 ±0.0023 | 0.1974 ±0.0040 | 0.7869 ±0.0028 | 0.4627 ±0.0073 |
max | 0.8310 ±0.0034 | 0.2178 ±0.0081 | 0.8101 ±0.0013 | 0.4826 ±0.0035 |
range | 0.7789 ±0.0077 | 0.1782 ±0.0065 | 0.7622 ±0.0014 | 0.4188 ±0.0048 |
mean | 0.8517 ±0.0033 | 0.2282 ±0.0071 | 0.8248 ±0.0016 | 0.5128 ±0.0050 |
std | 0.7671 ±0.0017 | 0.1625 ±0.0026 | 0.7585 ±0.0014 | 0.4096 ±0.0072 |
CV | 0.7739 ±0.0033 | 0.1495 ±0.0054 | 0.7545 ±0.0015 | 0.4046 ±0.0037 |
median | 0.8498 ±0.0048 | 0.2191 ±0.0061 | 0.8234 ±0.0017 | 0.5091 ±0.0041 |
Q1 | 0.8330 ±0.0034 | 0.2042 ±0.0044 | 0.8085 ±0.0013 | 0.4918 ±0.0027 |
Q3 | 0.8467 ±0.0010 | 0.2224 ±0.0089 | 0.8233 ±0.0020 | 0.5094 ±0.0036 |
IQR | 0.7463 ±0.0064 | 0.1287 ±0.0043 | 0.7447 ±0.0021 | 0.3854 ±0.0031 |
mode | 0.8395 ±0.0014 | 0.1995 ±0.0023 | 0.4804 ±0.0059 |  |
skew | 0.6886 ±0.0039 | 0.0890 ±0.0018 | 0.7074 ±0.0008 | 0.3418 ±0.0027 |
kurt | 0.6492 ±0.0118 | 0.0840 ±0.0042 | 0.6908 ±0.0018 | 0.3301 ±0.0025 |
first | 0.7206 ±0.0054 | 0.1115 ±0.0025 | 0.7366 ±0.0017 | 0.3665 ±0.0014 |
 | 30-day | 1-year | ||
min | 0.7508 ±0.0015 | 0.5126 ±0.0043 | 0.7674 ±0.0009 | 0.7203 ±0.0026 |
max | 0.7671 ±0.0028 | 0.5237 ±0.0063 | 0.7790 ±0.0021 | 0.7289 ±0.0033 |
range | 0.7590 ±0.0018 | 0.5211 ±0.0059 | 0.7597 ±0.0013 | 0.7070 ±0.0028 |
mean | 0.7716 ±0.0033 | 0.5314 ±0.0049 | 0.7838 ±0.0017 | 0.7324 ±0.0034 |
std | 0.7609 ±0.0027 | 0.5239 ±0.0053 | 0.7608 ±0.0033 | 0.7087 ±0.0049 |
CV | 0.7482 ±0.0025 | 0.5188 ±0.0033 | 0.7526 ±0.0011 | 0.6991 ±0.0022 |
median | 0.7675 ±0.0022 | 0.5319 ±0.0042 | 0.7789 ±0.0021 | 0.7279 ±0.0039 |
Q1 | 0.7632 ±0.0027 | 0.5274 ±0.0047 | 0.7739 ±0.0017 | 0.7247 ±0.0023 |
Q3 | 0.7757 ±0.0025 | 0.5368 ±0.0032 | 0.7808 ±0.0020 | 0.7310 ±0.0034 |
IQR | 0.7533 ±0.0037 | 0.5212 ±0.0024 | 0.7505 ±0.0016 | 0.6956 ±0.0016 |
mode | 0.7611 ±0.0022 | 0.5280 ±0.0066 | 0.7700 ±0.0022 | 0.7205 ±0.0023 |
skew | 0.7304 ±0.0020 | 0.5020 ±0.0033 | 0.7233 ±0.0023 | 0.6728 ±0.0054 |
kurt | 0.7210 ±0.0025 | 0.5017 ±0.0065 | 0.7196 ±0.0015 | 0.6781 ±0.0024 |
first | 0.7597 ±0.0036 | 0.5281 ±0.0069 | 0.7561 ±0.0018 | 0.7031 ±0.0028 |