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Automate a PRISMA 2020 systematic literature review by providing a research question and domain to trigger a 7-stage pipeline. The workflow manages paper retrieval, screening, and RAG database construction with agent delegation and human checkpoints.

Agent delegation in a systematic review pipeline assigns specialized tasks to sub-agents for efficient execution. This orchestration manages the workflow stages while integrating human approval at critical decision points to ensure quality control.

Build a RAG system directly from systematic review results by completing the 7-stage PRISMA pipeline. The workflow processes retrieved and screened literature, optimizing LLM provider usage for cost-efficiency to construct the final knowledge repository.

Start a systematic review by submitting a research question like climate change effects on Arctic biodiversity and specifying the domain. The pipeline then autonomously manages the entire PRISMA workflow from paper retrieval to RAG database construction.

The systematic review pipeline supports cost optimization by leveraging cost-effective LLM providers like Groq for specific stages. This ensures efficient resource usage across the 7-stage PRISMA framework during agent task execution.

Human checkpoints in an automated literature review are needed at critical decision points during the 7-stage PRISMA pipeline. The enforcement mechanism pauses agent delegation to ensure human approval before proceeding to subsequent screening stages.