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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Equity-Focused Systematic Reviews: The PROGRESS-Plus Framework
Equity-focused systematic reviews use a specific framework to make sure a review actually reports whether an intervention works differently across disadvantaged groups.
Jul 2026 · 5 min read · By Dr. Grace Mwangi
A Systematic Review on Large Language Models in Research
Large language models in research spans literature screening assistance, data extraction automation, and manuscript drafting support, each a distinct question worth its own review.
Jul 2026 · 5 min read · By James Okafor
Risk of Bias at the Outcome Level vs. the Study Level
A single study can carry meaningfully different risk-of-bias judgments for different outcomes it reports, and treating the whole study as one uniform rating misses this.
Jul 2026 · 5 min read · By Dr. Samuel Osei
Systematic Reviews Outside Health: Education, Environment, and Social Policy
Systematic review methodology extends well beyond medicine, with its own established traditions and organizations supporting rigorous evidence synthesis in social science and policy fields.
Jul 2026 · 5 min read · By Dr. Priya Nair
Systematic Review Team Roles: Who Actually Does What
A well-run systematic review distributes distinct responsibilities across genuinely different skill sets, even on a small, resource-limited team.
Jul 2026 · 5 min read · By Dr. Amara Chen
Building a Literature Search Strategy: Databases, Filters, and Grey Literature
A comprehensive literature search strategy is built deliberately, database by database, not assembled from a single generic search string copied everywhere.
Jul 2026 · 5 min read · By Dr. Priya Nair
Outsourcing Your Search Strategy Design
A search strategy built without genuine database-specific expertise routinely misses relevant literature in ways the researcher never discovers, since a missed study simply never appears.
Jul 2026 · 5 min read · By Dr. Priya Nair
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 Tools: A Practical Guide
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 · 5 min read · By Dr. Elena Kowalski
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