Table 2 Comparison in the performance of our proposed disease probability-enhanced (DPE) follow-up chest X-ray radiology report summary generation against the state-of-the-arts.
From: Disease probability-enhanced follow-up chest X-ray radiology report summary generation
Method | Natural language processing metric\(^*\) | Clinical metrics | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
B1 | B2 | B3 | B4 | M | R | C | Acc5 | Acc14 | F1-5 | F1-14 | Rad-F1\(^\%\) | |
\(\text {MCCFormers}\)18\(^\dagger\) | 21.4 | 19.0 | 17.0 | 15.3 | 31.9 | 34.0 | 0.0 | – | – | – |  |  |
\(\text {IDCPCL}\)20\(^{\dagger }\) | 61.4 | 54.1 | 47.4 | 41.4 | 30.3 | 58.2 | 0.703 | – | – | – |  |  |
EKAID7 | 62.8 | 55.3 | 49.1 | 43.4 | 33.9 | 57.7 | 1.027 | \(\text {68.2}^{\ddagger }\) | \(\text {81.0}^{\ddagger }\) | \(\underline{\text {50.1}^{\ddagger }}\) | \(\underline{\text {46.6}^{\ddagger }}\) | \(\underline{\text {31.6}^{\ddagger }}\) |
DPE-all | 65.6 | 58.8 | 53.1 | 48.0 | 39.4 | 62.9 | 1.680 | 69.7 | 81.9 | 49.9 | 45.9 | 28.1 |
DPE-all14 | 66.2 | 59.8 | 54.3 | 49.2 | 40.0 | 64.9 | 1.762 | 71.3 | 82.8 | 49.6 | 46.4 | 27.1 |
DPE-all26 | 69.0 | 62.6 | 57.2 | 52.4 | 42.2 | 69.2 | 2.118 | 76.5 | 85.2 | 58.5 | 55.9 | 36.7 |
DPE-light | 63.9 | 57.4 | 52.0 | 46.8 | 38.2 | 60.6 | 1.565 | 68.0 | 81.1 | 42.9 | 40.9 | 25.6 |
