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A significant and frequently ignored element is how crowd behavior affects sports betting predictions. Large crowds of spectators' emotional responses to a game have the power to significantly change betting patterns and odds. Crowd sentiment can cause favorites or underdogs to be overestimated, which can influence betting lines. Additionally, these impacts can be amplified through social media and fan forums, resulting in echo chambers of similar viewpoints.