RULE-BASED SYSTEMS | |||||||
---|---|---|---|---|---|---|---|
PHI type | #Inst. | PARTIAL MATCHES | FULLY-CONTAINED MATCHES | ||||
HMS Scrubber | MeDS | MIT deid | HMS Scrubber | MeDS | MIT deid | ||
Patient Name | 206 | 0.83 | 0.99 | 0.98 | 0.57 | 0.69 | 0.69 |
Relative Name | 30 | 0.76 | 0.95 | 1 | 0.57 | 0.67 | 0.77 |
Healthcare Provider Name | 492 | 0.74 | 0.96 | 0.94 | 0.43 | 0.47 | 0.38 |
Other Person Name | 20 | 0.66 | 0.81 | 0.74 | 0.30 | 0.25 | 0.35 |
Street City | 137 | 0.90 | 0.96 | 0.81 | 0.70 | 0.78 | 0.78 |
State Country | 161 | 0.45 | 0.49 | 0.85 | 0.43 | 0.45 | 0.84 |
Deployment | 43 | 0.34 | 0.49 | 0.27 | 0.07 | 0.02 | 0.05 |
ZIP code | 4 | 1 | 1 | 1 | 1 | 1 | 1 |
Healthcare Unit Name | 1453 | 0.45 | 0.51 | 0.12 | 0.24 | 0.23 | 0.03 |
Other Org Name | 86 | 0.33 | 0.50 | 0.27 | 0.03 | 0.20 | 0.03 |
Date | 2547 | 0.74 | 0.87 | 0.80 | 0.34 | 0.27 | 0.46 |
Age > 89 | 4 | 0 | 0 | 1 | 0 | 0 | 1 |
Phone Number | 90 | 0.73 | 0.79 | 0.80 | 0.42 | 0.5 | 0.48 |
Electronic Address | 4 | 0 | 0.86 | 0.75 | 0 | 0 | 0.75 |
SSN | 16 | 1 | 1 | 1 | 1 | 1 | 1 |
Other ID Number | 123 | 0.66 | 0.82 | 0.41 | 0.43 | 0.61 | 0.27 |
MACHINE LEARNING-BASED SYSTEMS | |||||||
PHI type | #Inst. | PARTIAL MATCHES | FULLY-CONTAINED MATCHES | ||||
MIST | HIDE | MIST | HIDE | ||||
Patient Name | 206 | 0.51 | 0.54 | 0.42 | 0.50 | ||
Relative Name | 30 | 0.13 | 0.13 | 0.13 | 0.13 | ||
Healthcare Provider Name | 492 | 0.53 | 0.59 | 0.44 | 0.53 | ||
Other Person Name | 20 | 0 | 0.20 | 0 | 0.15 | ||
Street City | 137 | 0.26 | 0.29 | 0.26 | 0.27 | ||
State Country | 161 | 0.14 | 0.22 | 0.14 | 0.21 | ||
Deployment | 43 | 0.07 | 0.05 | 0.07 | 0.02 | ||
ZIP code | 4 | 0 | 0.75 | 0 | 0.75 | ||
Healthcare Unit Name | 1453 | 0.09 | 0.09 | 0.06 | 0.05 | ||
Other Org Name | 86 | 0.09 | 0.07 | 0.06 | 0.06 | ||
Date | 2547 | 0.72 | 0.73 | 0.39 | 0.38 | ||
Age > 89 | 4 | 0 | 0 | 0 | 0 | ||
Phone Number | 90 | 0.34 | 0.61 | 0.24 | 0.51 | ||
Electronic Address | 4 | 0 | 0 | 0 | 0 | ||
SSN | 16 | 0.56 | 0.87 | 0.56 | 0.87 | ||
Other ID Number | 123 | 0.32 | 0.69 | 0.20 | 0.63 |