The same production stack priced under 2 course readings, against the bookmaker's pre-stage line. Each scenario is one opinion about what kind of day this is; the results section settles the argument.
The fork
Course profile is an input the model can't see from a map — it's set from reference races (or overridden by hand). Different readings redistribute the same probability mass across rider types.
The board
Blend win probability per scenario (cascade × LambdaRank, DNF-adjusted at the pricing layer), next to the devigged Kambi (Unibet) win line captured the morning before the stage. "Max edge" compares the most favourable scenario against the book — treat it as scenario-conditional, not a free bet.
Read "Max edge" as directional, not as a price. The blend is a set of per-rider marginals and does not sum to one book — across this field each reading totals Main read 89%, Alt: res_3 50% — while the devigged book column sums to exactly 100%. Putting the two side by side flatters the model, and Max edge is inflated by about that factor: divide a rider's probability by his reading's total before calling anything an edge. Of our heads only the LambdaRank one is natively book-preserving.
| Rider | Team | Main read | Alt: res_3 | Book odds | Book devig | Max edge |
|---|---|---|---|---|---|---|
| Malucelli Matteo | XDS Astana Team | 48.9% | 1.6% | n/a | – | – |
| Syritsa Gleb | XDS Astana Team | 11.7% | 0.4% | n/a | – | – |
| Gaviria Fernando | Caja Rural-Seguros RGA | 6.1% | 0.7% | n/a | – | – |
| Cavia Daniel | Burgos Burpellet BH | 4.7% | 5.0% | n/a | – | – |
| Breuillard Nicolas | Team TotalEnergies | 0.1% | 4.9% | n/a | – | – |
| Le Berre Mathis | Team TotalEnergies | 1.0% | 3.9% | n/a | – | – |
| Castellon Jan | Caja Rural-Seguros RGA | 0.0% | 3.6% | n/a | – | – |
| Augé Ronan | Unibet Rose Rockets | 3.1% | 0.2% | n/a | – | – |
| Gate Aaron | XDS Astana Team | 0.5% | 2.4% | n/a | – | – |
| Pickrell Riley | Modern Adventure Pro Cycling | 2.3% | 0.1% | n/a | – | – |
| Jasch Lennart | Tudor Pro Cycling Team | 0.1% | 2.1% | n/a | – | – |
| Aparicio Mario | Burgos Burpellet BH | 0.0% | 2.0% | n/a | – | – |
| Gutiérrez Jorge | Equipo Kern Pharma | 0.0% | 1.8% | n/a | – | – |
| Gaffuri Mattia | Team Picnic PostNL | 0.0% | 1.4% | n/a | – | – |
| Hoogendoorn Roy | Team Picnic PostNL | 1.4% | 0.7% | n/a | – | – |
| Balderstone Abel | Caja Rural-Seguros RGA | 0.0% | 1.4% | n/a | – | – |
| Christophersen Cedrik Bakke | Unibet Rose Rockets | 0.0% | 1.3% | n/a | – | – |
| Rikunov Petr | Wheeltop Rotor Chengdu Team | 0.5% | 1.2% | n/a | – | – |
| de Bod Stefan | Modern Adventure Pro Cycling | 0.0% | 1.0% | n/a | – | – |
| # | Rider | Blend | Cascade | LambdaRank | Podium | Top 15 | Book odds |
|---|---|---|---|---|---|---|---|
| 1 | Malucelli Matteo | 48.9% | 40.1% | 57.5% | 62.0% | 83.8% | n/a |
| 2 | Syritsa Gleb | 11.7% | 16.6% | 11.9% | 39.7% | 72.6% | n/a |
| 3 | Gaviria Fernando | 6.1% | 5.8% | 6.9% | 17.9% | 54.6% | n/a |
| 4 | Cavia Daniel | 4.7% | 2.6% | 5.9% | 14.7% | 61.8% | n/a |
| 5 | Augé Ronan | 3.1% | 4.1% | 3.3% | 15.1% | 60.9% | n/a |
| 6 | Pickrell Riley | 2.3% | 3.9% | 2.2% | 14.6% | 61.4% | n/a |
| 7 | Hoogendoorn Roy | 1.4% | 1.3% | 1.6% | 6.7% | 42.4% | n/a |
| 8 | Le Berre Mathis | 1.0% | 1.1% | 1.1% | 4.2% | 42.3% | n/a |
| 9 | McGill Scott | 1.0% | 1.4% | 1.0% | 5.3% | 42.0% | n/a |
| 10 | Cettolin Filippo | 0.9% | 1.2% | 0.9% | 7.9% | 53.7% | n/a |
| 11 | Delle Vedove Alessio | 0.9% | 0.8% | 1.0% | 4.1% | 43.1% | n/a |
| 12 | Abdul Halil Mohamad Izzat Hilmi | 0.8% | 0.8% | 0.9% | 5.1% | 28.7% | n/a |
| 13 | Álvarez Rodrigo | 0.8% | 0.7% | 0.9% | 7.2% | 53.0% | n/a |
| 14 | Gate Aaron | 0.5% | 0.9% | 0.4% | 2.3% | 13.1% | n/a |
| 15 | Rikunov Petr | 0.5% | 0.7% | 0.5% | 5.8% | 41.6% | n/a |
| 16 | Van Den Boer Seppe | 0.3% | 0.6% | 0.3% | 3.0% | 36.9% | n/a |
| 17 | Corkery Dillon | 0.3% | 0.7% | 0.3% | 3.4% | 30.6% | n/a |
| 18 | Retegi Mikel | 0.3% | 0.3% | 0.3% | 1.0% | 24.8% | n/a |
| 19 | Huby Antoine | 0.2% | 0.3% | 0.3% | 0.9% | 17.8% | n/a |
| 20 | Mohd Nawawi Muhamad Iqbal Daniel | 0.2% | 0.2% | 0.2% | 1.5% | 20.0% | n/a |
| 21 | Townsend Rory | 0.2% | 0.2% | 0.2% | 0.7% | 6.8% | n/a |
| 22 | Gonov Lev | 0.1% | 0.2% | 0.2% | 2.7% | 12.3% | n/a |
| 23 | Villar Iker | 0.1% | 0.2% | 0.1% | 1.6% | 25.2% | n/a |
| 24 | Jasch Lennart | 0.1% | 0.1% | 0.1% | 0.3% | 17.8% | n/a |
| 25 | Arifin Muh Imam | 0.1% | 0.2% | 0.1% | 1.0% | 13.1% | n/a |
| 26 | Oda Hijiri | 0.1% | 0.2% | 0.1% | 0.7% | 17.6% | n/a |
| 27 | Meris Sergio | 0.1% | 0.1% | 0.1% | 0.6% | 8.8% | n/a |
| 28 | Donzé Robin | 0.1% | 0.2% | 0.1% | 0.4% | 7.1% | n/a |
| 29 | van Rees Christiaan | 0.1% | 0.1% | 0.1% | 0.5% | 12.1% | n/a |
| 30 | Meisa Ade | 0.1% | 0.1% | 0.1% | 1.2% | 10.7% | n/a |
| # | Rider | Blend | Cascade | LambdaRank | Podium | Top 15 | Book odds |
|---|---|---|---|---|---|---|---|
| 1 | Cavia Daniel | 5.0% | 3.6% | 10.4% | 12.8% | 37.3% | n/a |
| 2 | Breuillard Nicolas | 4.9% | 5.7% | 9.7% | 18.1% | 55.8% | n/a |
| 3 | Le Berre Mathis | 3.9% | 5.7% | 7.3% | 14.9% | 61.1% | n/a |
| 4 | Castellon Jan | 3.6% | 2.2% | 7.5% | 11.5% | 68.0% | n/a |
| 5 | Gate Aaron | 2.4% | 0.9% | 5.1% | 4.1% | 17.5% | n/a |
| 6 | Jasch Lennart | 2.1% | 1.4% | 4.3% | 9.1% | 56.6% | n/a |
| 7 | Aparicio Mario | 2.0% | 1.0% | 4.3% | 5.2% | 35.1% | n/a |
| 8 | Gutiérrez Jorge | 1.8% | 1.9% | 3.5% | 7.3% | 46.7% | n/a |
| 9 | Malucelli Matteo | 1.6% | 2.8% | 2.8% | 6.6% | 16.5% | n/a |
| 10 | Gaffuri Mattia | 1.4% | 1.5% | 2.8% | 6.2% | 49.3% | n/a |
| 11 | Balderstone Abel | 1.4% | 2.5% | 2.4% | 11.6% | 50.1% | n/a |
| 12 | Christophersen Cedrik Bakke | 1.3% | 1.0% | 2.7% | 4.8% | 46.9% | n/a |
| 13 | Rikunov Petr | 1.2% | 1.4% | 2.5% | 5.4% | 36.6% | n/a |
| 14 | de Bod Stefan | 1.0% | 1.1% | 2.0% | 3.4% | 26.7% | n/a |
| 15 | López Martin | 1.0% | 1.9% | 1.7% | 7.1% | 29.8% | n/a |
| 16 | Covili Luca | 0.9% | 0.3% | 2.0% | 1.5% | 37.2% | n/a |
| 17 | Diaz Jose Manuel | 0.8% | 0.4% | 1.8% | 2.5% | 38.1% | n/a |
| 18 | Huby Antoine | 0.8% | 1.0% | 1.5% | 4.3% | 30.2% | n/a |
| 19 | Gaviria Fernando | 0.7% | 0.8% | 1.4% | 4.3% | 13.8% | n/a |
| 20 | Hoogendoorn Roy | 0.7% | 0.8% | 1.4% | 3.2% | 15.0% | n/a |
| 21 | Meris Sergio | 0.7% | 0.7% | 1.3% | 3.0% | 24.6% | n/a |
| 22 | Herreño Martín | 0.6% | 1.1% | 1.1% | 2.7% | 35.2% | n/a |
| 23 | Stepanov Andrei | 0.6% | 0.5% | 1.2% | 2.1% | 17.6% | n/a |
| 24 | Retegi Mikel | 0.5% | 0.3% | 1.1% | 1.6% | 15.4% | n/a |
| 25 | Álvarez Rodrigo | 0.5% | 0.7% | 0.9% | 6.6% | 25.9% | n/a |
| 26 | Syritsa Gleb | 0.4% | 0.8% | 0.8% | 3.7% | 10.9% | n/a |
| 27 | Donzé Robin | 0.4% | 0.3% | 0.9% | 1.1% | 17.6% | n/a |
| 28 | Bregnhøj Mathias | 0.3% | 0.5% | 0.7% | 2.8% | 29.3% | n/a |
| 29 | Arriola-Bengoa Julen | 0.3% | 0.1% | 0.7% | 0.7% | 7.8% | n/a |
| 30 | Cruz Martínez Edward | 0.3% | 0.3% | 0.6% | 1.1% | 11.1% | n/a |
After the stage
| Pos | Rider | Team | Main read win p | Alt: res_3 win p |
|---|---|---|---|---|
| 1 | Malucelli Matteo | XDS Astana Team | 48.9% | 1.6% |
| 2 | Pickrell Riley | Modern Adventure Pro Cycling | 2.3% | 0.1% |
| 3 | Van Den Boer Seppe | TUDOR PRO CYCLING TEAM U23 | 0.3% | 0.3% |
| 4 | Augé Ronan | Unibet Rose Rockets | 3.1% | 0.2% |
| 5 | Abdul Halil Mohamad Izzat Hilmi | Malaysia Pro Cycling | 0.8% | 0.0% |
| 6 | Marcerou Nicola | Team TotalEnergies | 0.0% | 0.0% |
| 7 | Gaviria Fernando | Caja Rural-Seguros RGA | 6.1% | 0.7% |
| 8 | Álvarez Rodrigo | Burgos Burpellet BH | 0.8% | 0.5% |
| 9 | Villar Iker | Caja Rural-Seguros RGA | 0.1% | 0.1% |
| 10 | Cavia Daniel | Burgos Burpellet BH | 4.7% | 5.0% |
| Scenario | Blend win p | Book devig |
|---|---|---|
| Main read | 48.93% | – |
| Alt: res_3 | 1.56% | – |