🌍 Society & Frontier risk-off · 1–3 years
A what‑if from the future

What if an unknown 'Disease X' respiratory pathogen overwhelms hospitals?

Cleanest chain: a no-diagnostic 'Disease X' respiratory pathogen across two continents is the maximal mobility shock — crude and refined products crater, gold and Treasuries rip on an emergency-easing bid. This is the COVID-Mar-2020 crash, dialed up by the absence of any test or vaccine head-start. Highest-conviction leg is long gold/duration over short crude (oil can overshoot then mean-revert on supply cuts). Roots (pandemic 1.4, recession 0.9) are aptly the most severe in the set.

8%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 8% · 90% range 1–14% · 40 analogues · measured class pandemic 92% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — pandemic ≈0.8371/yr → 92% in 3 yr92%
Analyst prior · editorial share 7% of the class6%
Pooled · weight 87%8%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)8%
Published8%

The class rate is measured from our dated, sourced event library (decade-normalized Poisson — the full table is public at base_rates.json). The variant’s share within its class is the analyst’s editorial call, published so you can audit it. A wider range means thinner precedent. Full recipe: methodology · scored at Reality Check.

The butterfly cascade

How this trigger trickles across markets, left → right — the root shock, its first‑order moves, then the ripple effects. Drag any node; tap a market for its real price history.

Resolution timeline — how this probability is moving

Our model's odds (gold) over time vs the crowd's (Polymarket, blue), from the past toward the 1–3 years horizon. Each dot is a real macro event that nudged the probability — green pushed it up, red pushed it down. Tap a dot for the source. The gold path is an illustrative reconstruction anchored to today's estimate — real dated events, not a live re-estimate history.

loading the timeline…

What it would mean

If this plays out, it is a risk-off shock. Unidentified high-transmissibility respiratory pathogen overwhelms hospitals across two continents before any diagnostic exists. The trigger decomposes into signed root‑shocks — Pandemic shock ▲ · Recession signal ▲ · Risk appetite ▼ — which propagate through our causal graph to the markets below.

If it happens — the markets it would move

Biggest moves first. Projected moves are cascade-model priors; hist A–B% = what comparable past events actually did (measured abnormal returns), and model prior · unmeasured marks markets with no analogue backing yet. Tap any market for its price history.

MarketClassProjected move
1WTI crude CLon Hyperliquid 📈 chartCommodity▼ -5.8%
hist -10.27–-0.04% · other way +3.31% (n=12)
2Gold XAUon Hyperliquid 📈 chartCommodity▲ +4.4%
hist +0.65–+3.85% · other way +0.97% (n=12)
3Energy sector XLEon Hyperliquid 📈 chartEquity▼ -4.1%
hist -7.73–-0.63% · other way -0.51% (n=12)
4Solana SOLon Hyperliquid 📈 chartCrypto▼ -3.0%
hist -1.48–-0.85% · other way +0.81% (n=12)
5United Airlines UAL 📈 chartEquity▲ +3.5%
hist -1.12–+2.28% · other way +0.75% (n=12)
6Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -2.5%
model prior · unmeasured
7ExxonMobil XOM 📈 chartEquity▼ -2.9%
hist -6.57–+0.1% · other way +0.14% (n=12)
8Chevron CVX 📈 chartEquity▼ -2.6%
hist -6.19–-0.1% · other way +0.3% (n=12)
9Delta DAL 📈 chartEquity▲ +3.0%
hist -1.52–+2.42% · other way +0.7% (n=12)
10MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -2.2%
hist -1.52–-0.79% · other way +12.12% (n=12)
11Ether ETHon Hyperliquid 📈 chartCrypto▼ -2.0%
hist -5.14–+0.51% · other way +1.74% (n=12)
12Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +1.8%
hist -4.08–+11.68% · other way +0.36% (n=12)
13USD/JPY USDJPYon Hyperliquid 📈 chartFX▼ -1.4%
hist -1.49–-0.17% · other way +0.72% (n=12)
1430y Treasury yield DGS30 📈 chartRate▼ -16bp
hist -14.26–-3.16% · other way +7.4% (n=12)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
Cash / hedgeRaise cash and hold the long hedges above; this scenario is net risk-off.
For a common-man portfolio: A typical stock-heavy portfolio is at risk. Consider trimming equities, raising cash, and a small gold hedge.
Also moves (not yet on Hyperliquid): United Airlines +3.5% · ExxonMobil -2.9% · Chevron -2.6% · Delta +3.0% · 30y Treasury yield -16bp · 10y Treasury yield -14bp

Why we may diverge from history

Trust the measured history: UAL/DAL -16% on a textbook COVID-2020 pandemic sample overrides the cascade's 'LONG/up'; AMD/NVDA +9-13% merely catches the post-crash AI-capex rebound, not the shock itself.

Historical precedent — what analogous events actually did

Across 40 analogous events (overlap‑weighted), as abnormal returns — market beta stripped, so it's the event's own effect, not the market backdrop. Shown at 20 days (persistent) and 5 days (immediate); ↺ fades = the two horizons disagree. Confidence = consistency × sample × significance.

Brookfield defaults on LA office towers 2023-02 Offshore yuan hits a record low 2022-11 Omicron variant Black Friday selloff 2021-11 Gold closes above $2,000/oz for the first time 2020-08 Chevron agrees to acquire Noble Energy for $5 billion 2020-07 NBER declares Feb 2020 peak 2020-06 COVID-19 fourth circuit breaker 2020-03 Saudi-Russia oil price war 2020-03 S&P 500 ends longest bull market with record high before COVID 2020-02 August 24, 2015 ETF flash crash 2015-08 Ebola US-case market scare 2014-10 Greece first EU/IMF bailout 2010-05 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Israel strikes Iran — Operation Rising Lion 2025-06 H5N1 bird flu record US egg prices 2025-04 China retaliates to Liberation Day: 34% tariffs + rare-earth controls 2025-04 Gold tops $3,000 for the first time amid tariff and rate-cut fears 2025-03 Tesla shares crater on DOGE political backlash and Europe sales collapse 2025-03 TSMC slumps as DeepSeek roils AI-chip demand assumptions 2025-02 Micron's weak FQ2 guidance sparks a sharp December selloff 2024-12 ASML bookings-miss crash 2024-10 October 2024 Iranian ballistic-missile attack on Israel 2024-10 Gold tops $2,500 for the first time on Fed rate-cut bets 2024-08 Mpox clade Ib WHO public health emergency 2024-08 Nikkei 225 record single-day rebound 2024-08 Nikkei 225 worst single-day crash since 1987 2024-08 KOSPI biggest-ever point loss triggers circuit breaker 2024-08 VIX third-highest spike on record 2024-08 Weak July 2024 jobs report triggers Sahm-rule growth scare 2024-08 Intel's Q2 earnings trigger its worst single-day crash since 1974 2024-08 Megacap AI-capex doubt selloff 2024-07 Trump 'Taiwan should pay for defense' chip selloff 2024-07 India's Modi loses single-party majority 2024-06 Mexico's Sheinbaum landslide + supermajority scare 2024-06 Ethiopia defaults on its only Eurobond 2023-12 Wagner Group mutiny against the Kremlin 2023-06 Turkish lira hits record low after Erdogan re-election 2023-05 First Republic Bank seized and sold to JPMorgan 2023-05 Regional-bank panic deepens after Signature seizure 2023-03 India Adani-Hindenburg rout 2023-01
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
XLE XLESHORT-5.0% · 5d -2.3%84%40 0.66✓ matches cascade
CVX CVXSHORT-4.2% · 5d -2.2%78%40 0.55✓ matches cascade
XOM XOMSHORT-4.5% · 5d -2.3%74%40 0.47✓ matches cascade
CL CLSHORT-6.8% · 5d -3.1%74%40 0.41✓ matches cascade
US dollar DXYSHORT-0.5% · 5d -0.1%68%40 0.32✓ matches cascade
MU MUSHORT-4.6% · 5d -2.1%70%40 0.31✓ matches cascade
ETH ETHSHORT-3.7% · 5d -3.5%67%37 0.29✓ matches cascade
KRW KRWLONG+0.5% · 5d +0.2%66%40 0.29✓ matches cascade
Gold XAULONG+1.7% · 5d +0.5%66%40 0.27✓ matches cascade
EURUSD EURUSDLONG+0.6% · 5d +0.2%64%40 0.25✓ matches cascade
SOL SOLSHORT-0.0% · 5d -6.5%62%34 0.21✓ matches cascade
ARM ARMSHORT-4.0% · 5d -5.2%65%23 0.21⚠ differs
XHB XHBSHORT-1.5% · 5d -0.7%62%40 0.20⚠ differs
INTC INTCSHORT-3.9% · 5d -3.1%60%40 0.20✓ matches cascade

Why this probability

Novel Disease X overwhelming two continents pre-diagnostic is rare structural tail event. A base‑rate‑anchored prior, continuously scored against what actually happens — not a forecast.

Methodology. Probability and impact are anchored to history and scored against what actually happens — wins and losses, in public, at Reality Check. Crowd odds live from Polymarket & Kalshi. By Vikas Singh, Quantitative Strategist. Updated 2026-07-03.