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College Football · Oct 10, 4:00 PM PDT

UNLV Rebels vs North Dakota State Bison

57.4%North Dakota State Bison
LOCKED Oct 10, 3:31 PM PDT

4/4 independent models select North Dakota State Bison; all four oriented probabilities average 57.38%.

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FORECASTNorth Dakota State Bison

Estimated outcome probability. A likely winner can still be overpriced.

RELIABILITY4/4 model reports

18 reported evidence limits. Agreement alone does not establish accuracy.

MARKET VALUENot established

A probability difference alone does not account for forecast error, fees, spread, or available liquidity.

Why the models lean this way

These are reasons recorded by the models. They are not independently verified facts or measured causes of a probability change.

  • Gemini: Market line favors North Dakota State by 2.5 points
  • Claude: Market line NDSU -2.5 implies roughly 57-60% win probability for the favorite
  • GPT: North Dakota State has the better record at 5-0 versus UNLV at 3-2.
  • Grok: NDSU 5-0 record vs UNLV 3-2
Read all four model reports

Gemini · North Dakota State Bison · 56.5%

North Dakota State is favored by 2.5 points on the road against UNLV. The undefeated Bison have strong market backing despite playing at UNLV's home venue, translating to an implied win probability of roughly 56.5%.

google/gemini-3.1-pro-preview · Oct 10, 10:08 AM PDT

Claude · North Dakota State Bison · 59.0%

The only direct comparative signal is the DraftKings line of NDSU -2.5, with the Bison favored despite playing at UNLV's home venue (Allegiant Stadium). A 2.5-point favorite historically converts to roughly a 57-60% win probability. Supporting evidence aligns: NDSU is unbeaten at 5-0 while UNLV is 3-2, and neither side carries a ranking. The small spread implies a near-coin-flip with a modest edge, so I estimate about 59% for North Dakota State and avoid overweighting the undefeated record, which may reflect a weaker schedule.

anthropic/claude-opus-5 · Oct 10, 10:08 AM PDT

GPT · North Dakota State Bison · 57.0%

Using only the supplied evidence, North Dakota State has the stronger pregame signal. The Bison are 5-0 versus UNLV at 3-2, and the only market signal provided makes North Dakota State a 2.5-point favorite. With no rankings available and no player/injury or efficiency data in the package, the market line is the strongest comparative indicator, while the records provide supporting but limited context. Because the spread is modest and the game is at UNLV's listed venue, this points to a competitive game rather than a clear mismatch. A reasonable evidence-bounded estimate is North Dakota State 57% to win.

openai/gpt-5.4 · Oct 10, 10:08 AM PDT

Grok · North Dakota State Bison · 57.0%

NDSU holds a 5-0 record versus UNLV's 3-2. The DraftKings line lists NDSU as a 2.5-point favorite on the road at Allegiant Stadium. No rankings are supplied. These structured facts indicate NDSU carries the higher win probability in this FBS matchup.

xai/grok-4.3 · Oct 10, 10:08 AM PDT

What remains uncertain

  • No advanced team efficiency metrics provided
  • Missing injury reports and depth chart changes
  • Lack of detailed matchup statistics or recent performance trends
  • No injury, availability, or depth-chart information supplied
  • No advanced efficiency, strength-of-schedule, or common-opponent data
  • Opponent quality behind each record is unknown; NDSU's 5-0 may come against lesser competition
  • Single market provider snapshot; no line movement or consensus available
  • Unclear classification context (NDSU is traditionally FCS) that could affect comparability

What to watch next

Official result recorded. Review the original forecast and sources below.

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What changed before the lock

  1. Probability unchanged

    The pre-event probability state was locked atomically and is immutable.

    Record hash780e8e1ed77763fcabc65ff8408c3afe0baced8510a23a86fd6bcb3584e6ae13
  2. First recorded forecast

    First prospective probability state captured for this source and competition.

    Record hash12c775cbefac8f981bfa7450e19c24298506783623370f929696987f656fdfa7

Reasons are shown as they were recorded. The ledger does not establish that a specific fact caused a probability change.

The saved method comparison

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Available source context

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Recorded outcome: Final

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