#systematic-reviews News & Analysis

2 articles tagged with #systematic-reviews. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · Jun 196/10

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Ensembles of Large Language Models for Identifying EQ-5D Studies in PubMed Based on Their Abstracts

Researchers developed an ensemble machine learning approach using Google's Gemini and Gemma large language models to automatically identify EQ-5D health quality-of-life studies in PubMed abstracts. The combined model achieved 0.74 F1-score and accuracy, demonstrating that ensemble methods outperform individual LLMs for biomedical document classification tasks.

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AINeutralarXiv – CS AI · Jun 26/10

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AutoForest: Automatically Generating Forest Plots from Biomedical Studies with End-to-End Evidence Extraction and Synthesis

AutoForest is an AI-powered system that automates the complete pipeline for generating forest plots from biomedical research papers, eliminating the need for manual data extraction and meta-analytic synthesis. The tool uses large language models to suggest study parameters, extract outcome data, and produce publication-ready visualizations, potentially accelerating systematic reviews and lowering barriers to evidence synthesis.