EviScreen: An Evidential Reasoning Framework for Disease Screening
EviScreen has been developed by researchers as a framework for evidential reasoning in disease screening, utilizing regional evidence derived from past cases. This framework provides interpretability through retrospective analysis, drawing from two knowledge banks. An evidence-aware reasoning module enhances predictive accuracy by integrating information from both the current case and historical data. Additionally, EviScreen advances localization interpretability, surpassing traditional post-hoc saliency maps. This research was made available on arXiv with the identifier 2605.15171.
Key facts
- EviScreen is an evidential reasoning framework for disease screening.
- It uses region-level evidence from historical cases.
- The framework offers retrospection interpretability via dual knowledge banks.
- An evidence-aware reasoning module uses current and historical cases.
- It enhances disease screening performance.
- It improves localization interpretability without post-hoc saliency maps.
- The paper is available on arXiv with ID 2605.15171.
- The announcement type is cross.
Entities
Institutions
- arXiv