One Health intelligence
Connect human, animal and environmental AMR signals.
Illustrative operational scenarios; historical laboratory evidence is identified separately. No live surveillance, integrations or AI models are connected.
Riyadh · Klebsiella pneumoniae
Days 1–9 · illustrative reporting cycle · 7 ICU isolates; association does not prove transmission.
Riyadh — connected One Health example
7 ICU isolates
illustrative K. pneumoniae cluster; genomic linkage is a illustrative annotation.
All four signals share the illustrative region and timeline, not a proven causal link. Different units and denominators must not be compared as equivalent rates. Joint sampling and expert review would be needed.
Human health
31.7%
Hospitals · clinics · pharmacies
Animal health
18.4%
Livestock · farms · veterinary labs
Environment
12 sites
Water · wastewater · soil
Cross-sector signal pathway
Stage 1
Hospital wastewater signal
Stage 2
Municipal water confirmation
Stage 3
Livestock sampling review
Stage 4
Joint investigation priority
Cross-sector signals
14
Current cycle
Shared locations
9
Matched geography
Joint priorities
4
For review
Participating sectors
3
Human · Animal · Environment
Relationship insight
The concept shows how signals can be connected across sectors without implying causation. Expert epidemiological review remains essential.
Operational values are simulated. Historical records and source-listed forecasts retain their original attribution; they are not measured GermQ outcomes.