Remy is desperate to halt the slide against Aston Villa next weekend, when he will be available again.
"I just know I have to score - this is my job," Remy told the Shields Gazette.
"It's not pressure, it's just normal. I am a striker, and it's my job to score goals.
"We have conceded 10 goals in three games, which is a lot. At the same time we haven't scored any goals.
"For me, I know I have a big responsibility. The fans are expecting a lot from me."
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