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The New York jury of seven men and five women began their discussions on Tuesday after the judge hearing the case warned Weinstein's lead defence lawyer, Donna Rotunno, against talking to the press until jurors have reached a verdict.
The warning came two days after the attorney wrote an opinion piece about the case in Newsweek magazine.
“I would caution you about the tentacles of your public relations juggernaut," Justice James Burke told Rotunno.
Rotunno told Burke that the opinion piece, published on Saturday and titled "Jurors in my client Harvey Weinstein's case must look past the headlines," was not intended to address the jury directly.
"This is an op-ed about the jury system as a whole, about the criminal justice system as a whole," she said.
Prosecutors asked Burke to revoke Weinstein's bail and jail him, saying he must have approved the Newsweek opinion piece. The judge did not act on the request.
Weinstein has pleaded not guilty to sexually assaulting former production assistant Mimi Haleyi in 2006 and raping Jessica Mann, a one-time aspiring actress, in 2013.
Weinstein faces life in prison if convicted on the most serious charge, predatory sexual assault.
A unanimous verdict is needed for a conviction.
Since 2017, more than 80 women have accused Weinstein of sexual misconduct. Weinstein, who was behind films including The English Patient and Shakespeare in Love, has denied the allegations and said any sexual encounters were consensual.
The allegations fueled the #MeToo movement, in which women have accused powerful men in business, entertainment, media and politics of sexual misconduct.
Last week, jurors heard closing arguments from lawyers on both sides. Defence attorney Rotunno argued that the encounters had been consensual, pointing to friendly communications from the women to Weinstein after they were allegedly assaulted.
She assailed the credibility of the accusers and urged the jury to put aside their emotions and use common sense in evaluating the evidence.
"Historically, you are the last line of defence in this country from the overzealous media, from the overzealous prosecution," Rotunno said.
Assistant District Attorney Joan Illuzzi urged jurors to convict Weinstein, saying the once-powerful producer used his position in the film industry to prey on women and that those who testified against him had no reason to lie.
Illuzzi said Weinstein had counted on his victims never coming forward.
"The defendant not only ran roughshod over the dignity and the very lives of these witnesses, but he also underestimated them," she told the jury.
Haleyi testified during the trial that Weinstein forced oral sex on her in his home in 2006. Haleyi said Weinstein "lunged" at her, backed her into a bedroom and forcibly performed oral sex on her.
Mann testified that Weinstein raped her in a Manhattan hotel room early in what she called an "extremely degrading" relationship with him.
Jurors heard from four other women, including actress Annabella Sciorra, who testified that Weinstein came into her apartment one winter night in 1993 or 1994 and raped her.
The accusation is too old to be charged as a separate crime, but it could act as an aggravating factor to support the predatory sexual assault charge.
Prosecutors called the remaining three women to bolster their evidence of Weinstein's intent, but did not charge him with any crimes related to them. Weinstein is separately charged with assaulting one of them, Lauren Young, by prosecutors in Los Angeles.