Table 3.
Automated transcription and documentation performance by different settings.
| Setting | ASRa transcription output | Automated TCCCb documentation | ||||
|
|
Medical word error rate (%) | P valuec | Precision | Recall | F1 score | |
| Setting 1: baseline | 69.9 | N/Ad | 0.484 | 0.828 | 0.611 | |
| Setting 2: baseline + multi-style training | 43.0 | Setting 1 vs 2: <.001 | 0.634 | 0.824 | 0.717 | |
| Setting 3: baseline + multi-style training + updated language model | 33.3 | Setting 2 vs 3: <.001 | 0.803 | 0.824 | 0.813 | |
| Setting 4: baseline + multi-style training + updated language model + speech enhancement | 46.3 | Setting 3 vs 4: <.001 | 0.747 | 0.819 | 0.781 | |
aASR: automatic speech recognition.
bTCCC: Tactical Combat Casualty Care.
cMcNemar test with Bonferroni correction was used to calculate the statistical significance.
dN/A: not applicable.