The Paralympic gold medallist, who had his term for the Valentine's Day 2013 killing of Reeva Steenkamp increased to six years in July, denied he had tried to kill himself, the spokesman for the department of correctional services said on Sunday.
South African prosecutors have said they will appeal against the six-year term, which they called "shockingly lenient".
Pistorius says Steenkamp would want him freed
Newspaper City Press earlier said Pistorius, known as Blade Runner for the carbon-fibre prosthetics he wore when racing, was rushed to hospital around midday on Saturday.
It quoted a security guard as saying: "He had bad cuts on his wrists and the doctors kept wrapping bandages around them."
Pistorius walks on stumps in final plea
An inmate situated close to the hospital section told the paper Pistorius had injured himself intentionally, and it quoted two warders with knowledge of the section as saying razor blades were found in his cell.
Asked to comment, Pistorius' family spokeswoman Anneliese Burgess told Reuters there would be no statement at this stage.
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