Methodology notes, from our own team.
Practical, specific guidance from our methodologists and consultants, not general advice you could find anywhere.
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QUADAS-2 Explained: Risk of Bias for Diagnostic Test Accuracy Reviews
Diagnostic test accuracy studies fail in genuinely different ways than intervention trials, and QUADAS-2 is built specifically around those different concerns.
Jul 2026 · 5 min read · By Dr. Grace Mwangi
How a PRISMA Compliance Check Before Submission Actually Helps
A large share of systematic review revision requests trace back to a handful of specific, checkable PRISMA gaps a dedicated compliance pass reliably catches before submission.
Jul 2026 · 5 min read · By James Okafor
Systematic Review vs. Meta-Analysis: What’s the Real Difference?
These two terms get used almost interchangeably, but one is a comprehensive research methodology and the other is a specific statistical tool that methodology sometimes uses.
Jul 2026 · 5 min read · By Dr. Amara Chen
AI in Business Decision Making: A Systematic Review Guide
AI in business decision making spans strategic planning, operational forecasting, and managerial judgment, and each deserves its own tightly scoped systematic review question.
Jul 2026 · 5 min read · By Dr. Elena Kowalski
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
Egger’s Test and Funnel Plot Asymmetry, Explained
Egger’s test gives a formal number for something a funnel plot only shows visually, but it carries specific statistical limitations worth understanding before you cite it.
Jul 2026 · 5 min read · By Dr. Samuel Osei
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
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