Methodology notes, from our own team.
Practical, specific guidance from our methodologists and consultants, not general advice you could find anywhere.
All articles
How to Handle Overlapping Studies in an Umbrella Review
The same primary study frequently shows up in multiple included systematic reviews, and an umbrella review that ignores this risks quietly overweighting influential trials.
Jul 2026 · 5 min read · By Dr. Amara Chen
Handling Duplicate Publications in a Systematic Review
The same clinical trial sometimes gets published more than once under different titles or in different journals, and missing this creates real double-counting risk.
Jul 2026 · 5 min read · By Dr. Lauren Ito
Working with a Consultant on an Umbrella Review
Umbrella reviews carry a specific technical complexity, overlap between included reviews, that most standard systematic review experience does not prepare researchers for.
Jul 2026 · 5 min read · By Dr. Amara Chen
Reviewing Generative AI in Academic Writing: A Systematic Approach
Generative AI in academic writing spans student use, integrity concerns, and instructor practice, and a systematic review question needs to pick a specific angle clearly.
Jul 2026 · 5 min read · By James Okafor
Conflicts of Interest in Systematic Reviews: What to Disclose and Why
Conflict of interest disclosure in a systematic review covers more than just your own funding, extending to how included studies’ sponsorship gets handled too.
Jul 2026 · 5 min read · By Sarah Bennett
Systematic Review Consulting for Tight Deadlines
A genuine deadline crunch still deserves defensible methodology, and knowing exactly which shortcuts are legitimate is what separates a rushed review from a rigorous rapid one.
Jul 2026 · 5 min read · By Dr. Grace Mwangi
AI in Medical Diagnosis: Building a Defensible Systematic Review Protocol
AI in medical diagnosis is fundamentally a diagnostic test accuracy question, and treating it that way from the protocol stage changes nearly every subsequent methodological decision.
Jul 2026 · 5 min read · By Dr. Samuel Osei
How to Conduct a Scoping Review: A Practical Overview
A scoping review follows its own distinct methodology, with more flexibility than a systematic review but its own specific rigor requirements.
Jul 2026 · 5 min read · By Dr. Priya Nair
How to Write a Systematic Review Introduction That Justifies the Work
A weak introduction section is one of the most common, and most fixable, reasons a methodologically sound systematic review reads as unconvincing.
Jul 2026 · 5 min read · By James Okafor
Getting Expert Help with a Scoping Review
Scoping review methodology is different enough from a standard systematic review that experience with one does not automatically transfer to the other.
Jul 2026 · 5 min read · By Dr. Priya Nair
Systematic Reviews on AI in Nursing Education: Framing Your Question
AI in nursing education spans simulation technology, clinical decision-support training, and assessment tools, and a review question needs to pick one lane clearly.
Jul 2026 · 5 min read · By Dr. Grace Mwangi
Systematic Review Registries Beyond PROSPERO
PROSPERO does not accept every review type, and knowing the alternative registries prevents a genuinely avoidable registration delay.
Jul 2026 · 5 min read · By Dr. Amara Chen
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