What if AI diagnostics beat doctors?
AI matches or exceeds specialists in imaging, pathology and triage, reshaping healthcare labor and dramatically widening access to diagnosis.
how we built this number — every step
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 3–10 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.
What it would mean
If this plays out, it is a risk-on shock. AI matches or exceeds specialists in imaging, pathology and triage, reshaping healthcare labor and dramatically widening access to diagnosis. The trigger decomposes into signed root‑shocks — AI breakthrough ▲ · Job displacement ▲ · Biotech breakthrough ▲ — 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.
| Market | Class | Projected move | |
|---|---|---|---|
| 1 | Nvidia NVDAon Hyperliquid 📈 chart | Equity | ▲ +1.7% hist -1.98–+5.44% · other way -2.1% (n=12) |
| 2 | Nasdaq 100 NDXon Hyperliquid 📈 chart | Index | ▲ +1.2% hist +0.45–+1.03% · other way +0.08% (n=12) |
| 3 | Semiconductors SMHon Hyperliquid 📈 chart | Equity | ▲ +1.2% hist +0.04–+1.63% · other way +0.84% (n=12) |
| 4 | Tech sector XLK 📈 chart | Equity | ▲ +0.9% hist -0.02–+1.28% · other way +0.17% (n=12) |
| 5 | AMD AMDon Hyperliquid 📈 chart | Equity | ▲ +0.8% hist -2.75–+1.8% · other way +2.56% (n=12) |
| 6 | Broadcom AVGOon Hyperliquid 📈 chart | Equity | ▲ +0.8% hist -0.52–+2.07% · other way +3.97% (n=12) |
| 7 | Micron MUon Hyperliquid 📈 chart | Equity | ▲ +0.8% hist -3.1–+2.89% · other way -1.48% (n=12) |
| 8 | TSMC TSMon Hyperliquid 📈 chart | Equity | ▲ +0.8% hist -0.25–+1.45% · other way +0.61% (n=12) |
| 9 | Marvell MRVLon Hyperliquid 📈 chart | Equity | ▲ +0.8% hist -0.77–+2.19% · other way +2.77% (n=12) |
| 10 | ASML ASMLon Hyperliquid 📈 chart | Equity | ▲ +0.6% hist -0.03–+0.92% · other way -1.89% (n=12) |
| 11 | Qualcomm QCOMon Hyperliquid 📈 chart | Equity | ▲ +0.5% hist -2.79–+1.34% · other way -0.61% (n=12) |
| 12 | S&P 500 SPXon Hyperliquid 📈 chart | Index | ▲ +0.4% hist -0.3–+1.36% · other way -3.71% (n=12) |
| 13 | Intel INTCon Hyperliquid 📈 chart | Equity | ▲ +0.4% hist -0.08–+0.37% · other way -2.17% (n=12) |
| 14 | Solana SOLon Hyperliquid 📈 chart | Crypto | ▲ +0.3% hist -14.91–+5.04% · other way -12.47% (n=10) |
Probable recommendation
Historical precedent — what analogous events actually did
Across 15 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.
| Asset | History says | Abnormal (20d · 5d) | Hit | n | Confidence | vs cascade |
|---|---|---|---|---|---|---|
| SOL SOL | SHORT | -13.7% · 5d -10.2% | 84% | 12 | 0.52 | ⚠ differs |
| SPX SPX | LONG | +1.1% · 5d +1.3% | 71% | 15 | 0.38 | ✓ matches cascade |
| US dollar DXY | SHORT | -0.8% · 5d -0.7% | 73% | 15 | 0.36 | · |
| QCOM QCOM | SHORT | -2.9% · 5d -1.3% | 73% | 15 | 0.29 | ⚠ differs |
| MSTR MSTR | LONG | +13.7% · 5d +0.1% | 64% | 15 | 0.27 | ✓ matches cascade |
| AVGO AVGO | LONG | +1.6% · 5d -0.1% ↺ fades | 67% | 14 | 0.26 | ✓ matches cascade |
| AMD AMD | SHORT | -3.1% · 5d +0.9% ↺ fades | 67% | 15 | 0.22 | ⚠ differs |
| Bitcoin BTC | LONG | +5.8% · 5d -4.5% ↺ fades | 62% | 14 | 0.21 | ✓ matches cascade |
| High-yield credit HYG | SHORT | -0.3% · 5d -0.3% | 67% | 14 | 0.20 | · |
| INTC INTC | SHORT | -0.3% · 5d +0.9% ↺ fades | 62% | 15 | 0.18 | ⚠ differs |
| 10y yield DGS10 | LONG | +5bp · 5d -2bp ↺ fades | 60% | 15 | 0.14 | · |
| ETH ETH | SHORT | -3.2% · 5d -6.3% | 57% | 12 | 0.10 | ⚠ differs |
| SMH SMH | LONG | +0.8% · 5d +1.2% | 56% | 15 | 0.08 | ✓ matches cascade |
| NDX NDX | LONG | +0.1% · 5d -0.3% ↺ fades | 56% | 15 | 0.07 | ✓ matches cascade |