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ML Layer
Predictive Intelligence
Short-term forecasts, regime transitions, and the physics of particles driving today's measurements.
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Short-Term Forecast
PM2.5 · history (solid) → next 60 min (dashed) with 95% CI
Temporal Momentum
Trend strength · pattern classification
Slope
+4.2
µg/m³ per 5 min
Half-life
18m
Decay estimate
Pattern
Spike
Rapid acceleration with positive slope. Likely transient — expect recovery within 20–30 minutes.
Regime Transition Matrix
HMM · probability of moving from to next state