Estimated outcome probability. A likely winner can still be overpriced.
← Decision briefsCollege Football · Oct 10, 4:30 PM PDT YOUR RESEARCH TASK FORECASTLouisiana Tech Bulldogs RELIABILITY4/4 model reports MARKET VALUENot established
Louisiana Tech Bulldogs vs Louisiana Ragin' Cajuns
58.1%Louisiana Tech Bulldogs
LOCKED Oct 10, 4:01 PM PDT4/4 independent models select Louisiana Tech Bulldogs; all four oriented probabilities average 58.1%.
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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.
- Grok: Market line LT -3 at home venue
- Gemini: Market line favors Louisiana Tech by 3 points (LT -3).
- Claude: Market line of LT -3 implies roughly 58-61% home win probability
- GPT: DraftKings market line lists Louisiana Tech -3, the strongest direct win-probability signal in the evidence package.
Read all four model reports
Grok · Louisiana Tech Bulldogs · 56.0%
Louisiana Tech holds home-field advantage at Joe Aillet Stadium and is listed as a 3-point favorite on the supplied DraftKings market line. Although the Ragin' Cajuns carry the superior 4-1 record versus Louisiana Tech's 2-2 mark, the point spread supplies the only direct comparative signal between the sides. No rankings are available to refine the assessment.
xai/grok-4.3 · Oct 10, 12:38 PM PDTGemini · Louisiana Tech Bulldogs · 59.4%
Despite Louisiana's superior 4-1 record compared to Louisiana Tech's 2-2 mark, the market favors the Bulldogs by 3 points at home. A 3-point spread typically implies a win probability of around 59 percent for the favorite, reflecting home-field advantage and underlying strength not fully captured by win-loss records alone.
google/gemini-3.1-pro-preview · Oct 10, 12:38 PM PDTClaude · Louisiana Tech Bulldogs · 59.0%
The only direct comparative pricing signal is the DraftKings line of Louisiana Tech -3 at home (Joe Aillet Stadium) with a total of 48.5. A 3-point favorite in college football historically wins roughly 58-61% of the time, and a moderate total (48.5) does not materially shift that conversion. The records cut the other way (LT 2-2 vs Louisiana 4-1), suggesting the market is already accounting for strength of schedule, home-field advantage, and underlying efficiency that the raw records understate. Neither team is ranked, so no additional separation is available. I weight the market line most heavily as the efficient aggregate of information and shade only slightly toward the standard -3 conversion rather than adjusting further for the record gap.
anthropic/claude-opus-5 · Oct 10, 12:38 PM PDTGPT · Louisiana Tech Bulldogs · 58.0%
Using only the supplied evidence, Louisiana Tech is a modest favorite despite having the worse record. The strongest comparative signal in the package is the market line from DraftKings listing Louisiana Tech -3, which implies Louisiana Tech is more likely than Louisiana to win on this field. Louisiana Tech is also at home at Joe Aillet Stadium, which supports that edge. Offsetting that, the raw records favor Louisiana Ragin' Cajuns (4-1 vs 2-2). With no rankings and no injury or efficiency data, the best evidence-bounded estimate is a fairly close game with Louisiana Tech winning somewhat more often than not.
openai/gpt-5.4 · Oct 10, 12:38 PM PDTWhat remains uncertain
- Injuries and depth-chart changes unavailable
- Advanced team efficiency metrics unavailable
- Evidence limited to scoreboard facts, records, venue, and market line
- No historical head-to-head or strength-of-schedule data
- Absence of advanced team efficiency metrics such as SP+ or FPI.
- No information on player injuries or depth chart changes.
- Weather conditions and specific matchup advantages are not provided.
- No injury or depth-chart information supplied
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
58b06916915992a9b71090a92c177e983efcf81b065785403b6e94b5b9ed8261 - First recorded forecast
First prospective probability state captured for this source and competition.
Record hash
e4be80e18cebd4511c66ae81493deb702eb7d36409639db58472c262b7b116d8
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
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Recorded outcome: Final
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