Author

Maryam Seifaddini

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Review Open access Sep 2026

An LLM-Based Auditing Framework for Targeted Quality Assurance in Cancer Registries

Cancer registries are essential for population-level surveillance, epidemiologic research, and public health planning, but their accuracy depends on human review of key variables documented in unstructured clinical text. This is time-consuming, and current quality assurance (QA) typically relies on reviewing fewer than...

M. Seifaddini, M. Beheshti, J. Steffens et al. · medRxiv · 0 citations

Review Jul 2026

From Information Extraction to Clinical Reasoning: A Systematic Scoping Review of Large Language Models in Cancer Pathology Reports.

Overall, the evidence suggests that success in lower capability levels does not consistently translate to higher-level reasoning, especially when reports are inconsistent, required staging inputs are missing, or clinical assumptions must be inferred, which helps explain gaps between benchmark results and practical adop...

Maryam Seifaddini, Mohammad Beheshti, Steven Richberg et al. · Modern Pathology · 0 citations