Article contents
Start with the question, not the feed
A useful monitoring program defines the scientific question, concepts, populations, interventions, products, authors, journals, and date boundaries that matter. A broad feed without a review protocol produces noise rather than awareness.
Search strategies should be documented and versioned. When a query changes, teams should know why and be able to understand how the result set changed.
A reviewable monitoring loop
- 01Define scope and search strategy
- 02Retrieve records from approved sources
- 03Normalize identifiers and remove duplicates
- 04Classify for relevance
- 05Route ambiguous or material records to experts
- 06Link evidence to internal topics
- 07Record review status and rationale
- 08Revisit the strategy on a defined cadence
What to preserve
Query history
The exact terms, filters, sources, and run date used to retrieve records.
Stable identifiers
Persistent identifiers such as PubMed IDs or DOIs when available.
Review rationale
Why a record was included, excluded, escalated, or linked to a program.
Source boundaries
Which databases were searched and what the process may not cover.
Where software helps
Software can schedule retrieval, normalize metadata, cluster records, compare new results with prior runs, and prepare a review queue. Subject-matter experts should resolve relevance, quality, applicability, and scientific meaning.
Sources
Authoritative references
Rules, standards, and guidance can change. The links below were reviewed on September 21, 2026.