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Frontiers in Marine Science · 2026 · Vol. 12 · Frontiers
Global maritime transport carries nearly four-fifths of world merchandise trade and is a significant source of greenhouse gas (GHG) emissions. With the GHG reduction strategies from the International Maritime Organization (IMO), the EU’s inclusion of shipping in the Emissions Trading System and the introduction of fuel GHG-intensity standards, there is an urgent need for prediction frameworks that are more robust, transparent...