"Argo" took a big step toward becoming only the fourth film in the history of the Academy Awards to win Best Picture without a Best Director nomination as it captured the Producers Guild Award on Saturday night.

Ben Affleck, George Clooney and Grant Heslov won the Darryl F. Zanuck Award for Outstanding Producer of Theatrical Motion Pictures at the Producers Guild Awards, beating the producers of "Lincoln," "Silver Linings Playbook," "Zero Dark Thirty," "Les Miserables," "Life of Pi," "Django Unchained," "Skyfall," "Moonrise Kingdom" and "Beasts of the Southern Wild."

"I'm really surprised. I'm not even in the PGA," Affleck joked while accepting the award. "I am still acting."

For Oscar experts, the PGA award is a significant Academy Awards precursor: Only seven times in 24 years has the Darryl F. Zanuck winner failed to capture Best Picture at the Oscars. The last five films to take home the PGA award also won on Oscar night.

"Lincoln" was a presumed favorite for the PGA award, alongside "Silver Linings Playbook." Both films, as well as "Argo," are up for Best Ensemble at the Screen Actors Guild Awards, which is the SAG equivalent of Best Picture. The SAG awards, another strong precursor, will be handed out on Sunday evening.

For more winners from the PGA awards, head over to THR.

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  • SURPRISE: "Beasts of the Southern Wild" for Best Picture

    In a million years, when kids go to school, they're going to know: Behn Zeitlin's "Beasts of the Southern Wild" was a Best Picture nominee.

  • SNUBBED: 'Moonrise Kingdom' For Best Picture

    "What kind of bird are you?" Not the kind that gets Best Picture nominations. Sorry, Wes Anderson.

  • SNUBBED: 'The Master' For Best Picture

    How long awards season lasts: there was a point when "The Master" was considered an Oscar front-runner.

  • SNUBBED: 'Skyfall' For Best Picture

    The AMPAS did what countless Bond villains could not: bring down 007. Not even a Producers Guild nomination could push this $1 billion grosser to Best Picture.

  • SNUBBED: 'The Dark Knight Rises' For Best Picture

    Gotham's reckoning.

  • SNUBBED: 'The Best Exotic Marigold Hotel' For Best Picture

    Signs of youth from the Academy? Despite an all-star cast of a certain age and literary pedigree, "The Best Exotic Marigold Hotel" failed to earn a nomination for Best Picture.

  • SNUBBED: 'The Impossible' For Best Picture

    In a less competitive year -- or if it had been directed by Stephen Daldry -- "The Impossible" might have broken through to the Best Picture race. Alas.

  • SURPRISE: 'Amour' For Best Picture

    Signs of age from the AMPAS: "Amour" grabbed a Best Picture nomination.

  • SNUBBED: 'Flight' For Best Picture

    Paramount only shot at a Best Picture nomination could have used a pilot as good as Denzel Washington's Whip Whitaker.

  • SNUBBED: 'Marvel's The Avengers' For Best Picture

    If there was only a Best Schawarma category.

  • SURPRISE: Joaquin Phoenix For Best Actor

    "I think it's total, utter bulls--t, and I don't want to be a part of it," <a href="http://www.huffingtonpost.com/2012/10/18/joaquin-phoenix-oscars-bullshit-the-master_n_1979740.html">"The Master" star said about the Academy Awards last year</a>. "I don't believe in it. It's a carrot, but it's the worst-tasting carrot I've ever tasted in my whole life. I don't want this carrot." Too bad, Joaquin!

  • SNUBBED: John Hawkes For Best Actor

    Hawkes was a favorite for Best Actor since "The Session" premiere at the Sundance Film Festival <em>last</em> January. Unfortunately, he couldn't go wire-to-wire. The veteran missed the cut in favor of some higher profile stars.

  • SNUBBED: Anthony Hopkins For Best Actor

    Call him Joaquin Phoenix, Sr.: "People go out of their way to flatter the nominating body and I think it's kind of disgusting," <a href="http://www.huffingtonpost.com/2012/11/19/anthony-hopkins-hitchcock-oscars_n_2156179.html">Hopkins told HuffPost about the Academy Awards</a>. "That's always been against my nature."

  • SNUBBED: Bill Murray For Best Actor

    Or, "snubbed." For Murray, "Hyde Park on Hudson" may become a movie that will live in infamy. (Groan, but: oof, it was not good.)

  • SNUBBED: Jack Black For Best Actor

    In a less competitive year, Black may have grabbed the "Bradley Cooper" position for his against-type role in "Bernie." Unfortunately, it wasn't a less competitive year.

  • SNUBBED: Jamie Foxx For Best Actor

    Like the "d" in "Django Unchained," the Oscar support for Foxx was silent.

  • SNUBBED: Jean-Louis Trintignant For Best Actor

    No amour for the "Amour" star.

  • SURPRISE: Quvenzhane Wallis For Best Actress

    Once there was a Hushpuppy, and she was the youngest Best Actress nominee ever. 9-year-old Quvenzhane Wallis immediately becomes Oscar night's most interesting nominee for the sheer fact that the telecast will end well past her bedtime.

  • SURPRISE: Naomi Watts For Best Actress

    Watts was on the cusp of a Best Actress nomination throughout awards season; in the end, her much-loved performance (Robert Downey Jr. said it was his favorite at the People's Choice Awards on Wednesday) made the final roster.

  • SNUBBED: Marion Cotillard For Best Actress

    Did category fraud hurt Cotillard's chances? The actress has what many felt was a supporting role in "Rust and Bone," which may have made her work in the film seem less worthy than her competitors.

  • SURPRISE: Emanuelle Riva For Best Actress

    Amour for the "Amour" star! (Joke recycling works.)

  • SNUBBED: Helen Mirren For Best Actress

    Mirren is a perennial Oscar favorite, which may be why anyone thought her work in "Hitchcock" -- a minor film to say the least -- would get singled out by the Academy. Still, an Academy Awards ceremony without Dame Helen is a disappointing proposition.

  • SNUBBED: Keira Knightley For Best Actress

    Joe Wright's "Anna Karenina" never caught fire with Oscar watchers, meaning Knightley's tortured work as the original anti-heroine was left out in the cold like some Russian vagrant.

  • SNUBBED: Rachel Weisz For Best Actress

    Guess that SAG award nomination wasn't an outlier after all.

  • SNUBBED: Matthew McConaughey For Best Supporting Actor

    Oscar told Matthew McConaughey he cannot touch. It's not all right, all right, all right.

  • SNUBBED: Javier Bardem For Best Supporting Actor

    How fast things change during awards season: Bardem went from an Oscar darkhorse, to legitimate contender, to snubbed, all within the matter of one month.

  • SNUBBED: Leonardo DiCaprio For Best Supporting Actor

    Too much of a good thing? DiCaprio, Christoph Waltz and Samuel L. Jackson all chewed scenery with aplomb in "Django Unchained," forcing Oscar voters to pick their respective poison. (They chose Waltz.)

  • SURPRISE: Christoph Waltz For Best Supporting Actor

    That's a bingo!

  • SNUBBED: Samuel L. Jackson For Best Supporting Actor

    See: Leonardo DiCaprio.

  • SNUBBED: Eddie Redmayne For Best Supporting Actor

    For the "Les Miserables" star, Oscar night will amount to empty chairs at empty tables.

  • SNUBBED: John Goodman For Best Supporting Actor

    Surprising fact of the day: John Goodman has never received an Oscar nomination. This year, Academy voters ignored his work in both "Argo" and "Flight."

  • SURPRISE: Jacki Weaver For Best Supporting Actress

    Signs of "Silver Linings Playbook" dominance? Weaver, who gives a strong performance in the dramedy, was nominated over presumed faves like Nicole Kidman.

  • SNUBBED: Nicole Kidman For Best Supporting Actress

    When surprise turns snub: Before the SAG award nominations, Nicole Kidman was a longshot for a Best Supporting Actress nod; after earning notices from the Screen Actors Guild and the Golden Globes, however, she became enough of a legitimate option that her exclusion from the Oscar nominations counts as a shocker.

  • SNUBBED: Ann Dowd For Best Supporting Actress

    <a href="http://www.awardsdaily.com/blog/2012/12/19/supporting-actress-contender-ann-dowd-pays-out-of-pocket-for-screeners/">Not even self-financed "For Your Consideration" ads</a> could help Ann Dowd secure an Oscar nomination for the polarizing "Compliance." Can she get a refund?

  • SNUBBED: Samantha Barks For Best Supporting Actress

    It's Barks' "Les Miserables" co-star Anne Hathaway who's on her own in this category: Hathaway was the only "Les Mis" actress to grab a nomination for Best Supporting Actress.

  • SNUBBED: Maggie Smith For Best Supporting Actress

    This isn't the Emmys.

  • SNUBBED: Tom Hooper For Best Director

    How the mighty have fallen? Despite a nomination from the DGA, Hooper failed to earn a nod from the Academy, an organization that awarded him with Best Director just two years ago. Hooper's snub pretty much knocks "Les Miserables" out of serious Best Picture conversation.

  • SNUBBED: Quentin Tarantino For Best Director

    Was "Django Unchained" unveiled too late in the game? Tarantino's film failed to receive strong guild support from the DGA, SAG and WGA (where it wasn't even eligible for an award), which may have led to this snub.

  • SURPRISE: David O. Russell For Best Director

    Don't call it a comeback. Despite a snub from the DGA on Tuesday, Russell cruised through awards season as a presumed Best Director nominee. On Thursday, that became a reality. "Silver Linings Playbook" immediately becomes a favorite for Best Picture alongside "Lincoln."

  • SNUBBED: Ben Affleck For Best Director

    WHAT? Many thought Ben Affleck could <em>win</em> Best Director, but he was turned away on Oscar nomination morning -- despite a DGA nomination earlier in the week. What went wrong? Forget it, Jake; it's Oscar season.

  • SNUBBED: Kathryn Bigelow For Best Director

    They won't have Kathryn Bigelow to kick around anymore. Despite winning numerous precursor awards, Bigelow was left off the Best Director list. Did Michael Haneke ("Amour") steal her nomination?

  • SURPRISE: Michael Haneke For Best Director

    Haneke's "Amour" was a big player on Oscar nomination morning, also earning nods for Best Picture, Best Actress (Emmanuelle Riva), Best Original Screenplay and Best Foreign Language Film.

  • SURPRISE: Benh Zeitlin For Best Director

    Where did THIS come from? Zeitlin's "Beasts of the Southern Wild" was a beloved film throughout 2012, but few had him on the radar for Best Director. That he made the cut ahead of past winners Tom Hooper and Kathryn Bigelow and fan-favorite Ben Affleck counted as one of Thursday morning's biggest surprises.