Table 4 Performance of the medication matching process
From: An end-to-end hybrid algorithm for automated medication discrepancy detection
Process | Medication matching | Ent. Det. + Att. Link. + Med. Mat. | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
Matched | Discrepant | Matched | Discrepant | |||||||||
Category | P [%] | R [%] | F [%] | P [%] | R [%] | F [%] | P [%] | R [%] | F [%] | P [%] | R [%] | F [%] |
Medication name | 96.8 | 98.2 | 97.5 | 88.6 | 82.5 | 85.5 | 92.4 | 90.7 | 91.5 | 71.5 | 65.2 | 68.2 |
Amount | 98.8 | 91.7 | 95.1 | 39.8 | 82.6 | 53.7 | 98.4 | 86.3 | 92.0 | 34.2 | 68.7 | 45.7 |
Dosage | 97.8 | 90.2 | 93.9 | 41.2 | 77.4 | 53.8 | 97.2 | 83.0 | 89.6 | 29.1 | 54.3 | 37.9 |
Duration | 98.6 | 82.9 | 90.1 | 17.6 | 75.0 | 28.6 | 100 | 40.5 | 57.6 | 2.2 | 9.1 | 3.5 |
Form | 99.4 | 90.8 | 95.0 | 8.2 | 61.7 | 14.4 | 99.3 | 86.6 | 92.5 | 5.3 | 39.2 | 9.4 |
Frequency | 98.3 | 83.0 | 90.0 | 30.0 | 83.0 | 44.1 | 98.0 | 77.0 | 86.2 | 25.1 | 68.6 | 36.8 |
Route | 99.7 | 90.1 | 94.7 | 19.7 | 89.5 | 32.3 | 99.4 | 86.3 | 92.4 | 16.9 | 72.8 | 27.4 |
Strength | 99.5 | 93.9 | 96.6 | 40.0 | 89.5 | 55.3 | 99.2 | 89.3 | 94.0 | 30.1 | 76.6 | 43.2 |
Overall | 98.1 | 92.8 | 95.3 | 53.4 | 81.8 | 64.7 | 95.9 | 86.6 | 91.0 | 42.2 | 64.6 | 51.0 |