Methodology notes, from our own team.
Practical, specific guidance from our methodologists and consultants, not general advice you could find anywhere.
All articles
Language Bias in Systematic Reviews: What Gets Missed
Restricting a search to English-language studies is common and often defensible, but it is a real methodological choice with a specific, documented bias risk attached.
Jul 2026 · 5 min read · By Dr. Priya Nair
Systematic Reviews on AI in Mental Health and Psychology
AI in mental health spans chatbot-delivered interventions, risk detection algorithms, and diagnostic support tools, each with different evidence bases and appropriate appraisal tools.
Jul 2026 · 5 min read · By Dr. Grace Mwangi
What Professional Editing Actually Catches in a Systematic Review
Editing a systematic review manuscript is not the same task as editing general academic prose: the errors that matter most are structural, not grammatical.
Jul 2026 · 5 min read · By Sarah Bennett
Protocol Deviations: What Actually Counts and How to Report Them
Not every difference between your registered protocol and your final methods is a problem, but every genuine deviation needs to be disclosed and explained specifically.
Jul 2026 · 5 min read · By Dr. Amara Chen
JBI Critical Appraisal Checklist: Every Tool Explained
JBI maintains a distinct checklist for nearly every study design, and using the right one matched to your included studies matters for methodological credibility.
Jul 2026 · 8 min read · By Dr. Elena Kowalski
JBI Methodology Consulting: What to Look For
JBI methodology’s broader scope, spanning multiple review types and study-design-specific appraisal tools, means consulting support here needs correspondingly broad, genuine expertise.
Jul 2026 · 5 min read · By Dr. Elena Kowalski
Should You Include Preprints in a Systematic Review?
Preprints can meaningfully reduce publication bias in a fast-moving field, but including them trades away the quality floor peer review normally provides.
Jul 2026 · 5 min read · By Dr. Priya Nair
A Systematic Review on AI in Human Resource Management
AI in HR spans recruitment algorithms, performance evaluation tools, and attrition prediction, and each raises genuinely different methodological and ethical considerations for a review.
Jul 2026 · 5 min read · By Dr. Elena Kowalski
Finding Cochrane Methodology Consulting Support
Following the Cochrane Handbook rigorously requires more than reading it once, and genuine consulting support in this specific methodology catches gaps general systematic review knowledge misses.
Jul 2026 · 5 min read · By Dr. Amara Chen
Systematic Review Software Compared: Covidence, Rayyan, and DistillerSR
The right software choice depends more on your team’s specific workflow needs than on any single platform being universally best.
Jul 2026 · 5 min read · By Dr. Lauren Ito
A Systematic Review on AI in Tourism: A Methodology Guide
AI in tourism spans personalized recommendation systems, chatbot customer service, and demand forecasting, and a systematic review needs to commit to one of these distinct applications.
Jul 2026 · 5 min read · By Dr. Priya Nair
Open Science Practices for Systematic Reviews: Sharing Your Data and Code
Sharing your extracted data and analysis code alongside a published systematic review is increasingly expected, and it costs less effort than it might seem.
Jul 2026 · 5 min read · By Dr. Priya Nair
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