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Throw/put your weight behind something
Figurative Use
It's a metaphor that means lending support, not physically using your body weight. 
Emphasizes Effort
The phrase suggests a strong and deliberate effort to support something. 
Shows Influence
Often implies that the person has the power or influence to make a difference. 