Estimated outcome probability. A likely winner can still be overpriced.
← Decision briefsCollege Football · Oct 10, 12:30 PM PDT FORECASTVirginia Tech Hokies RELIABILITY4/4 model reports MARKET VALUENot established
California Golden Bears vs Virginia Tech Hokies
74.8%Virginia Tech Hokies
LOCKED Oct 10, 12:01 PM PDT4/4 independent models select Virginia Tech Hokies; all four oriented probabilities average 74.75%.
17 reported evidence limits. Agreement alone does not establish accuracy.
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.
- Claude: DraftKings line VT -10, implying roughly 76-80% favorite win probability
- Gemini: Virginia Tech is a 10-point favorite according to the market line.
- Grok: VT 4-1 record vs Cal 2-3 record
- GPT: Virginia Tech has the better record in the evidence package: 4-1 vs California's 2-3.
Read all four model reports
Claude · Virginia Tech Hokies · 77.0%
The supplied DraftKings line has Virginia Tech favored by 10 points, which historically converts to roughly a 76-80% win probability for the favorite. The records corroborate the market signal: Virginia Tech is 4-1 while California is 2-3. The only mitigating factor is venue two - the game is at California Memorial Stadium, meaning Cal has home-field advantage and the market is already pricing Virginia Tech as a double-digit road favorite, implying a sizable talent/performance gap. I shade slightly below the raw spread-implied figure to account for home-underdog variance and the absence of injury and efficiency data.
anthropic/claude-opus-5 · Oct 8, 4:38 PM PDTGemini · Virginia Tech Hokies · 78.0%
Virginia Tech is favored by 10 points on the road against California. With a 4-1 record compared to Cal's 2-3, the Hokies are clearly the stronger team according to the market. A 10-point spread generally implies an outright win probability of approximately 75-80%.
google/gemini-3.1-pro-preview · Oct 8, 4:38 PM PDTGrok · Virginia Tech Hokies · 68.0%
Virginia Tech enters at 4-1 while California is 2-3. The DraftKings market line lists VT as a 10-point road favorite at California Memorial Stadium, supplying the only quantitative comparative signal. A double-digit spread on the road implies the favorite holds a clear edge despite the venue. No rankings or efficiency metrics are supplied to contradict the record and line.
xai/grok-4.3 · Oct 8, 4:38 PM PDTGPT · Virginia Tech Hokies · 76.0%
Virginia Tech is the stronger side in the supplied evidence. The immutable package shows a 4-1 record for Virginia Tech versus 2-3 for California, and the market line lists Virginia Tech -10 despite the game being at California Memorial Stadium. A double-digit road-favorite line is a strong comparative signal that typically outweighs home field, and it is consistent with the better record. With no rankings provided and no injury or efficiency data available, the estimate should stay evidence-bounded rather than extreme, but Virginia Tech is the clear favorite from the facts supplied.
openai/gpt-5.4 · Oct 8, 4:38 PM PDTWhat remains uncertain
- No injury reports, depth-chart status, or quarterback availability provided
- No advanced efficiency metrics (SP+, FEI, EPA) or strength-of-schedule context
- Neither team ranked, so no poll-based quality signal
- Opponent quality behind the 4-1 and 2-3 records is unknown
- Line is a single-provider snapshot dated two days before kickoff; no line movement history
- Market line label does not explicitly state home/away favorite, inferred from venue field
- Missing advanced team efficiency metrics.
- Missing injury reports and depth chart changes.
What to watch next
Official result recorded. Review the original forecast and sources below.
Open the event and source context →What changed before the lock
- Probability unchanged
The pre-event probability state was locked atomically and is immutable.
Record hash
4508f19ea59bfd2e72c689c3b88551ce189ee69a7136b47e94d0422d537effba - First recorded forecast
First prospective probability state captured for this source and competition.
Record hash
c74a7a7f49ef4a3f8ec147126230cce78da2ae10e35cea9c788e215ac24076ab
Reasons are shown as they were recorded. The ledger does not establish that a specific fact caused a probability change.
The saved method comparison
This event has no eligible record in the new comparison cohort. Historical or late forecasts are not filled in after the event.
Inspect the methods and progress →Available source context
These links provide event context. They do not verify every claim in a model report.
Recorded outcome: Final
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