Papers by William Clackett
Multimodal Generation of Radiology Reports using Knowledge-Grounded Extraction of Entities and Relations (2022.aacl-main)
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Francesco Dalla Serra, William Clackett, Hamish MacKinnon, Chaoyang Wang, Fani Deligianni, Jeff Dalton, Alison Q. O’Neil
| Challenge: | Existing approaches to generate text radiology reports are prone to errors and poor clinical accuracy. |
| Approach: | They propose a two-step pipeline that subdivides the problem into factual triple extraction followed by free-text report generation. |
| Outcome: | The proposed pipeline shows that the generated reports exhibit realistic style but lack clinical accuracy. |