What AI tools actually do in systematic review
| Tool | Strength | Best used for |
|---|
| Elicit | Natural-language question to paper list with extraction | First pass on a new question |
| ASReview | Active-learning screening against criteria | Title/abstract screening at scale |
| Rayyan | Collaborative screening | Multi-reviewer teams |
| Consensus | Claim-level search across papers | Answering 'what does the literature say about X?' |
| Covidence | End-to-end systematic review management | PRISMA-compliant reviews |
The hybrid workflow that works
- Formulate PICO question (Population, Intervention, Comparator, Outcome)
- Build search strings the traditional way in PubMed / Scopus / Web of Science
- Import results into Rayyan or ASReview
- Train the AI screener on your first 100-200 decisions
- Let AI rank remaining abstracts; human-review top-ranked until stopping criteria
- Full-text screen human-first; AI flags concerns
- Extract data with Elicit-style tools, human-verify every row
- Report AI-assistance methods per PRISMA-AI guidance
The big idea: AI systematic-review tools are not shortcuts — they are force multipliers for a rigorous workflow. Rigor first, speed second.
End-of-lesson check
13 questions · take it digitally for instant feedback at tendril.neural-forge.io/learn/quiz/end-research-systematic-reviews-creators
What is the main takeaway from "AI-Driven Systematic Reviews: The New Workflow — Quick Check"?
- Tools like Elicit and ASReview are reshaping systematic review. Here's how to use them without sacrificing rigor.
- Some sources will still be weak — judge each one.
- data-deposit checklist
- rehearsal
Which choice best fits the situation in "AI-Driven Systematic Reviews: The New Workflow — Quick Check"?
- Elicit
- PICO
- ASReview
- PRISMA-AI
A learner studying AI-Driven Systematic Reviews: The New Workflow would need to understand which concept?
- PICO
- ASReview
- Elicit
- PRISMA-AI
Which of these is directly relevant to AI-Driven Systematic Reviews: The New Workflow?
- PICO
- Elicit
- PRISMA-AI
- ASReview
Which of the following is a key point about AI-Driven Systematic Reviews: The New Workflow?
- Formulate PICO question (Population, Intervention, Comparator, Outcome)
- Build search strings the traditional way in PubMed / Scopus / Web of Science
- Import results into Rayyan or ASReview
- Train the AI screener on your first 100-200 decisions
Which of these does NOT belong in a discussion of AI-Driven Systematic Reviews: The New Workflow?
- Build search strings the traditional way in PubMed / Scopus / Web of Science
- Some sources will still be weak — judge each one.
- Formulate PICO question (Population, Intervention, Comparator, Outcome)
- Import results into Rayyan or ASReview
What is the key insight about "Do not skip the training phase" in the context of AI-Driven Systematic Reviews: The New Workflow?
- Some sources will still be weak — judge each one.
- data-deposit checklist
- Active-learning screeners are only as good as the labeled examples you give them.
- rehearsal
What is the key insight about "PRISMA-AI extensions" in the context of AI-Driven Systematic Reviews: The New Workflow?
- Some sources will still be weak — judge each one.
- data-deposit checklist
- rehearsal
- The PRISMA-AI reporting extension is emerging. Until it's finalized, disclose: which tool at which stage, the prompts or…
What is the key warning about "Maintain methodological rigour" in the context of AI-Driven Systematic Reviews: The New Workflow?
- AI-assisted research requires transparent disclosure of tools used, validation of outputs against primary sources, and p…
- Some sources will still be weak — judge each one.
- data-deposit checklist
- rehearsal
Which statement accurately describes an aspect of AI-Driven Systematic Reviews: The New Workflow?
- Some sources will still be weak — judge each one.
- The big idea: AI systematic-review tools are not shortcuts — they are force multipliers for a rigorous workflow. Rigor first, speed second.
- data-deposit checklist
- rehearsal
In "AI-Driven Systematic Reviews: The New Workflow — Quick Check", which idea is most important to apply carefully?
- PICO
- Elicit
- ASReview
- PRISMA-AI
In "AI-Driven Systematic Reviews: The New Workflow — Quick Check", which idea is most important to apply carefully?
- PICO
- Elicit
- ASReview
- PRISMA-AI
In "AI-Driven Systematic Reviews: The New Workflow — Quick Check", which idea is most important to apply carefully?
- PICO
- Elicit
- ASReview
- PRISMA-AI
