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Review Open access Sep 2026

An auditable evidence compiler for large language model-assisted systematic reviews

Background: Large language models (LLMs) can support systematic reviews, but accurate individual outputs do not establish whether the final synthesis preserves the clinical question, accounts for statistical dependence and incorporates corrections. Objective: To develop and evaluate a framework linking LLM-assisted evi...

C. Yin, Z. Jing, Z. Zhang · 0 citations
Review Open access Sep 2026

Adjudicating evolving inpatient diagnoses with a clinical coding agent: a retrospective multicentre study

Background International Classification of Diseases (ICD) codes are widely used for reimbursement, health-service planning, and disease surveillance. Automated systems can identify diagnoses and supporting evidence across clinical documents. Yet coding is more than finding diagnoses. Decisions based on isolated informa...

Y. Li, Y. Shi, Y. Sun et al. · 0 citations

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