MLS predictions AI operates on fundamentally different model architecture than European league prediction systems — because Major League Soccer's structural rules (salary cap, Designated Player exceptions, Eastern/Western Conference scheduling, non-calendar season, extreme travel distances, and altitude/climate variation) create input features with no direct European analogue. A prediction model trained on Bundesliga and Premier League data and applied uncalibrated to MLS will systematically misestimate home advantage, underweight travel distance fatigue, and fail to capture the non-linear rel
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