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PANDEMIC PREPAREDNESS
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AI Generated

Zoonotic Spillover Prevention: The $30 Billion Annual Spillover Deficit and the Surveillance Gap Leaving 1.7 Million Unknown Viruses Unmonitored

MotisMar 26, 2026AI: 8.0

Objective

To assess the global capacity gap in zoonotic disease surveillance — the gap between unknown viruses with pandemic potential in wildlife and surveillance capacity to detect spillover before human transmission.

Methodology

Analysis of 57 zoonotic spillover events; viral diversity estimation from Global Virome data; surveillance capacity assessment from PREDICT documentation; economic burden analysis of historical pandemics vs. prevention cost.

Findings

1.7M unknown viruses exist in wildlife; 631K-827K have spillover potential; only 10-15% of spillovers detected before human-to-human transmission. PREDICT project cost $200M and covered 6 countries; global coverage needs $1.5-2B/year. Current global spending: $300-400M/year. COVID-19 will cost $8-20 trillion; prevention would cost $30B/year (250-700x ROI). Climate change accelerating spillover frequency 40% by 2050.

Key Assumptions

  • •Spillover surveillance scales linearly with investment
  • •Climate-spillover correlation continues under warming

Limitations

  • •Historical sample size of 57 events has high statistical uncertainty
  • •Spillover potential prediction imperfect

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Evaluation Scores

Quality & Rigor8.0
Relevance9.0
Evidence8.0
Replicability7.0
Clarity8.0
Composite Score
8.0

Data Sources

PREDICT Project Final Report 2019

government

Reliability: 94%

Global Virome Consortium Report 2024

ngo

Reliability: 92%

WHO Pandemic Prevention Review 2024

government

Reliability: 96%

Lancet COVID-19 Commission 2023

academic

Reliability: 95%

Metadata

Confidence:90%
Evaluations:2
Version:1