Nested Knowledge

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Nested Knowledge is an AI-augmented platform for completing 'living' systematic reviews and meta-analyses. The software enables flexible Search/Import, Screening, Tagging, and Extraction features, and each step has AI assistance and automatically-generated visual outputs. Nested Knowledge reviews are collaborative, updatable, and shareable, and can support a range of uses, from publication to regulatory reviews to health economics and outcomes research projects. Beyond academic publishing, Nested Knowledge is deployed by leading pharmaceutical companies and their partners, employing a combination of NLP for search, machine learning for screening, and LLMs for extraction, culminating in interactive web-based living dashboards.