Estimated outcome probability. A likely winner can still be overpriced.
← Decision briefsCollege Football · Oct 10, 9:00 AM PDT YOUR RESEARCH TASK FORECASTPittsburgh Panthers RELIABILITY4/4 model reports MARKET VALUENot established
Pittsburgh Panthers vs North Carolina Tar Heels
62.8%Pittsburgh Panthers
LOCKED Oct 10, 8:31 AM PDT4/4 independent models select Pittsburgh Panthers; all four oriented probabilities average 62.75%.
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15 reported evidence limits. Agreement alone does not establish accuracy.
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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: Pittsburgh's 5-0 record and #25 ranking
- Claude: Market line PITT -3.5 implies roughly a 60-65% home win probability
- Grok: Pittsburgh 5-0 record versus North Carolina 2-2
- GPT: Pittsburgh is 5-0 while North Carolina is 2-2
Read all four model reports
Gemini · Pittsburgh Panthers · 63.0%
Pittsburgh is undefeated at 5-0, ranked #25, and playing at home. The betting market favors them by 3.5 points, which translates to an implied win probability of roughly 63%. North Carolina is 2-2 and unranked, making Pittsburgh the clear favorite, though the relatively tight spread suggests a competitive matchup.
google/gemini-3.1-pro-preview · Oct 8, 7:53 AM PDTClaude · Pittsburgh Panthers · 63.0%
Pittsburgh is the home side, is ranked No. 25 with an unbeaten 5-0 record, and is listed as a 3.5-point favorite by DraftKings against a 2-2, unranked North Carolina team. A home favorite of 3.5 points historically converts to roughly a 60-65% win probability, and the record/ranking differential points the same direction, so I anchor near the market-implied figure with a small nudge for the record and ranking edge. Totals (46.5) suggest a moderate-scoring game, which slightly favors the favorite holding its edge rather than high variance.
anthropic/claude-opus-5 · Oct 8, 7:53 AM PDTGrok · Pittsburgh Panthers · 63.0%
Pittsburgh holds a 5-0 record and #25 ranking while North Carolina sits at 2-2 and unranked. Pittsburgh is favored by 3.5 points at home per the DraftKings line, supplying the primary comparative signal that the Panthers are the stronger side on this date.
xai/grok-4.3 · Oct 8, 7:53 AM PDTGPT · Pittsburgh Panthers · 62.0%
Pittsburgh has the stronger immutable evidence package: a 5-0 record versus North Carolina's 2-2, a No. 25 ranking while North Carolina is unranked, home field at Acrisure Stadium, and a market line of Pittsburgh -3.5 from DraftKings. Those signals consistently point toward Pittsburgh as the more likely winner. A spread of -3.5 implies an edge but not dominance, so the estimate should stay meaningfully above 50% but well below certainty. Balancing the favorable record, ranking, home venue, and modest market support, Pittsburgh is the better evidence-bounded choice.
openai/gpt-5.4 · Oct 8, 7:53 AM PDTWhat remains uncertain
- Lack of advanced efficiency metrics
- No injury or depth chart information
- Weather conditions unknown
- No injury, availability, or depth-chart information supplied
- No advanced efficiency, strength-of-schedule, or opponent-quality data for either record
- No moneyline price provided, so implied probability is inferred from spread only
- Single-provider line (DraftKings) with no line movement history
- Point-in-time snapshot dated two days before kickoff; later news not captured
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
- 2.3 percentage points lower for Pittsburgh Panthers
The pre-event probability state was locked atomically and is immutable.
Record hash
dd9932a88206303cb9d3220083d70278412bce2a199e15f5ff0826a1e0fe0e96 - First recorded forecast
First prospective probability state captured for this source and competition.
Record hash
f1b2df99eb4f22c3a8a5ac28f312275d11aa8269aa2fb720c2989b7d0c22565c
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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