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College Football · Oct 10, 12:30 PM PDT

Notre Dame Fighting Irish vs Stanford Cardinal

97.6%Notre Dame Fighting Irish
LOCKED Oct 10, 12:01 PM PDT

4/4 independent models select Notre Dame Fighting Irish; all four oriented probabilities average 97.63%.

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FORECASTNotre Dame Fighting Irish

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

RELIABILITY4/4 model reports

15 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: Notre Dame's 5-0 record and #3 ranking
  • GPT: Record gap: Notre Dame 5-0 vs Stanford 2-3
  • Claude: Market line ND -40.5 implies ~98-99% implied win probability for the favorite
  • Grok: Notre Dame 5-0 record and #3 ranking
Read all four model reports

Gemini · Notre Dame Fighting Irish · 99.5%

Notre Dame is undefeated, ranked #3 in the nation, and playing at home against a 2-3 Stanford team. The massive -40.5 point spread strongly indicates an overwhelming probability of a Notre Dame victory.

google/gemini-3.1-pro-preview · Oct 10, 7:53 AM PDT

GPT · Notre Dame Fighting Irish · 97.0%

Notre Dame has every supplied comparative signal: an undefeated 5-0 record versus Stanford at 2-3, a No. 3 ranking versus Stanford unranked, home field at Notre Dame Stadium, and an extremely large market line of Notre Dame -40.5. A spread of that size in FBS implies a very strong expected win likelihood for the favorite, and it is consistent with the record and ranking gap. Using only the provided evidence, Notre Dame is an overwhelming favorite to win outright.

openai/gpt-5.4 · Oct 10, 7:53 AM PDT

Claude · Notre Dame Fighting Irish · 98.0%

Notre Dame is 5-0, ranked #3 nationally, playing at home against a 2-3 unranked Stanford team. The DraftKings line of ND -40.5 is one of the largest spreads seen in FBS play and implies a near-certain favorite; historically, home favorites of 35+ points win well over 97% of the time. The total of 55.5 with a 40.5 spread implies an expected score near 48-8, consistent with a massive talent and efficiency gap. Only catastrophic variance (multiple turnovers, injury to key personnel, extreme weather) realistically produces an upset.

anthropic/claude-opus-5 · Oct 10, 7:53 AM PDT

Grok · Notre Dame Fighting Irish · 96.0%

Notre Dame enters at 5-0 with a #3 ranking and is a 40.5-point home favorite against a 2-3 Stanford team. The massive spread, record gap, and home venue create an extreme mismatch with no supplied counter-evidence. Historical FBS outcomes at this spread differential support win probabilities above 95 percent for the favorite.

xai/grok-4.3 · Oct 10, 7:53 AM PDT

What remains uncertain

  • Missing advanced team efficiency metrics
  • No injury reports or depth chart changes provided
  • Weather conditions at Notre Dame Stadium are unknown
  • The evidence package does not include injuries, suspensions, or late roster availability
  • No advanced efficiency metrics, strength-of-schedule data, or matchup-specific statistics are provided
  • No direct head-to-head or recent performance details beyond current records are supplied
  • Probability is inferred from the supplied market line and basic team indicators, not from a full predictive model
  • Point-in-time estimate only, based on data_current_at 2026-10-10T14:53:08.404Z

What to watch next

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

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What changed before the lock

  1. 0.3 percentage points higher for Notre Dame Fighting Irish

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

    Record hashdd0bb07b02cc70bead800a784665b7afc03c979f0b4d1ebdca1c4fffdc3fd630
  2. First recorded forecast

    First prospective probability state captured for this source and competition.

    Record hash4bfd79bc3299288e7e137b1eb1c459b45a31fbe41c98b100b68294039ce84dce

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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