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Predicition
Prediction comparison

PTS5 Women

05.07.2026 CHI
Race information and calculation basis
2026 Americas Triathlon Para Championships Antofagasta

Datengrundlage: maximal zwölf Starts je Athlet:in, die zeitlich strikt vor 05.07.2026 liegen. Neuere Leistungen und direkte Duelle werden mit einer Halbwertszeit von 300 Tagen stärker gewichtet.

Prediction model used
Modell v14 calibrated
Prediction quality 58/100 niedrig
Show model parameters and data quality

Kalibriert mit 29 früheren Rennen und 515 Athlet:innen. Paarweise Gruppengüte: 50.9 %.

Trainingsdaten ausschließlich vor 05.07.2026.

Einzelabstand ≤ 4 s Gruppenspanne ≤ 22 s Gruppeneffekt 0.85 Max. Vorteil 1.6 km/h

Datenabdeckung 33.3 % · Head-to-Head-Abdeckung 66.7 % · 29 Kalibrierungsrennen

Prediction comparison

Summary of prediction errors
Mean place error1.0
Mean swim error120.0 s
Mean bike-speed error1.41 km/h
Correct bike groups0/3
No history0
Within the 80% range33.3 %
Place
Prediction / result
Athlete Swimming
Prediction / result
Bike group
Prediction / result
Run
Prediction / result
Overall prediction Details
1 / 3 Marjim Gabriela Soto Ramos
BOL
+155 s
+0 s
G1 / G2
18:59
27:25
1:00:49
Show details
Prediction details: Marjim Gabriela Soto Ramos

Placement

Prediction: 1
80% range: 2–2
Top-10 probability: 100 %
Result: 3
Deviation: -2

Swimming

Prognoseabstand: +155 s
Time: 16:09
Pace: 2:09 / 100 m
Ergebnisabstand: +0 s
Fehler: 154.7 s

Cycling

Prediction: Group 1 (2 people)
Gruppe 1: 91 %
Speed: 32.7 km/h
Initial Gruppe 2, später eingeholt/vereinigt
Gap ahead: 33.4 s
Gap behind: 35.3 s

Result: Group 2 (2 people)
Speed: 31.6 km/h
Tempo-Fehler: 1.15 km/h

Running and total

Run: 18:59 (3:48 / km)
Historical basis: 3:48 / km
Best comparable pace: 3:48 / km
Trend: +0:00 / km
Comparable races: 1

Ergebnis Lauf: 27:25 (5:29 / km)
Error: −8:26 / −1:41 / km
Overall prediction: 1:00:49
Data basis: 2 Races · Confidence 0.40
Swimming: 16:09 (2:09 / 100 m)
To the end of cycling (group time): 39:15 (32.7 km/h)
Run: 18:59 (3:48 / km)
Total: 1:00:49
2 / 2 Michelle Dynes
USA
+121 s
+100 s
G1 / G2
26:07
24:32
1:07:57
Show details
Prediction details: Michelle Dynes

Placement

Prediction: 2
80% range: 3–3
Top-10 probability: 100 %
Result: 2
Deviation: 0

Swimming

Prognoseabstand: +121 s
Time: 15:35
Pace: 2:05 / 100 m
Ergebnisabstand: +100 s
Fehler: 21.3 s
H2H: 1 Gegner:innen, 1 Duelle, Korrektur -0.20 %, Sicherheit 6 %

Cycling

Prediction: Group 1 (2 people)
Gruppe 1: 85 %
Speed: 32.7 km/h
Initial Gruppe 1, später eingeholt/vereinigt
Gap ahead: –
Gap behind: 33.4 s

Result: Group 2 (2 people)
Speed: 32.8 km/h
Tempo-Fehler: -0.05 km/h

Running and total

Run: 26:07 (5:13 / km)
Historical basis: 5:13 / km
Best comparable pace: 4:33 / km
Trend: +0:00 / km
Comparable races: 3

Ergebnis Lauf: 24:32 (4:54 / km)
Error: +1:35 / +0:19 / km
Overall prediction: 1:07:57
Data basis: 6 Races · Confidence 1.00
Swimming: 15:35 (2:05 / 100 m)
To the end of cycling (group time): 39:15 (32.7 km/h)
Run: 26:07 (5:13 / km)
Total: 1:07:57
0 / 1 Virginia Ogburn
USA
+190 s
+6 s
G2 / G1
20:26
Show details
Prediction details: Virginia Ogburn

Placement

Prediction: 0
80% range: 1–1
Top-10 probability: 100 %
Result: 1
Deviation: -1

Swimming

Prognoseabstand: +190 s
Time: 16:44
Pace: 2:14 / 100 m
Ergebnisabstand: +6 s
Fehler: 184.0 s
H2H: 1 Gegner:innen, 1 Duelle, Korrektur 0.20 %, Sicherheit 6 %

Cycling

Prediction: Group 2 (1 people)
Gruppe 1: 0 %
Speed: 31.8 km/h
Initial Gruppe 3, später eingeholt/vereinigt
Gap ahead: 35.3 s
Gap behind: –

Result: Group 1 (1 people)
Speed: 34.9 km/h
Tempo-Fehler: -3.04 km/h

Running and total

Run: ()
Historical basis:
Best comparable pace:
Trend: +0:00 / km
Comparable races: 0
Fallback calculation from other run distances

Ergebnis Lauf: 20:26 (4:05 / km)
Error: /
Overall prediction:
Data basis: 3 Races · Confidence 0.60
Swimming: 16:44 (2:14 / 100 m)
To the end of cycling (group time): 40:44 (31.8 km/h)
Run:
Total: not fully calculable
Target first bike group at the bike finish
Goal: finish the bike split with the first bike group.
Estimated requirement:
Swim time: 15:39
Pace: 2:05 / 100 m
About 64.8 s faster in the swim
Maximum predicted gap after the swim: +125.2 s
The complete bike-group simulation, including catches and group mergers, is recalculated through the end of the bike split.