The Challenge
Systematic reviews and meta-analyses are the gold standard for evidence-based medicine and academic research—but the manual workload behind them is immense. Researchers must identify relevant papers, screen thousands of abstracts, retrieve full-text studies, evaluate citation networks, and track editorial changes like retractions and corrections. This process can take months before a single finding is synthesized.
- Manually screening hundreds of papers for inclusion criteria is tedious, time-consuming, and subject to human error
- Understanding how a paper is cited—whether it supports, contradicts, or merely mentions a claim—requires reading entire sections of citing papers
- Retracted or corrected papers often continue to be cited, corrupting evidence bases if not caught early
- Collaboration across research teams creates version control and deduplication challenges
The Autohive Solution
With the Scite integration, Autohive agents handle the most labor-intensive stages of the literature review process—from initial database search to citation context analysis—allowing researchers to focus on interpretation and synthesis.
Search at Unprecedented Scale
Agents query Scite’s database of 210+ million peer-reviewed papers simultaneously, applying inclusion and exclusion criteria automatically to filter results to the most relevant studies for your research question.
Citation Context Analysis
Rather than simply counting citations, agents analyze whether each citing paper uses the source as supporting evidence, contradicting evidence, or a general mention—giving researchers a nuanced picture of scientific consensus that traditional databases cannot provide.
Retraction and Editorial Notice Detection
Agents automatically flag papers with associated editorial notices—retractions, corrections, expressions of concern—ensuring your evidence base is built on verified, current literature and not contaminated by discredited research.
Benefits
- Dramatically faster screening - Process thousands of papers in hours rather than weeks
- Deeper citation intelligence - Understand how evidence is used in context, not just cited
- Cleaner evidence bases - Automatic retraction detection prevents contaminated literature pools
- Collaborative synthesis - Collections keep teams aligned on included studies throughout the review process
- Reproducible methodology - Documented search parameters and automated retrieval support PRISMA compliance
How It Works
- Define your research question - Set the PICO framework, keywords, and inclusion/exclusion criteria in your Autohive agent
- Run the database search - Agents query Scite’s 210+ million paper database and filter results against your criteria
- Analyze citation networks - Agents retrieve citation context for each included paper, categorizing citations as supporting, contrasting, or mentioning
- Flag editorial notices - Retractions, corrections, and expressions of concern are automatically surfaced for team review
- Compile your synthesis - Agents generate structured evidence tables and narrative summaries ready for manuscript preparation
Getting Started
- Sign up at app.autohive.com
- Connect the Scite integration from the marketplace
- Configure your literature review agent with your research question and screening criteria
- Deploy and receive your first automated paper screening and citation analysis report
Learn more about the Scite integration on the Autohive marketplace.
