| Literature DB >> 26357600 |
Christoph A Rüst1, Nicola Luigi Bragazzi2, Alessio Signori3, Michael Stiefel1, Thomas Rosemann1, Beat Knechtle4.
Abstract
We investigated the nation related participation and performance trends in triathletes competing in 'Norseman Xtreme Triathlon' between 2006 and 2014 using mixed models, one-way analysis of variance and multi-variate regression analyses. A total of 1594 athletes (139 women and 1455 men) originating from 34 different countries finished the race. Most of the athletes originated from Norway, Germany, Great Britain, Sweden, USA and France. In the mixed model analysis considering all finishers (n = 1594), with calendar year, sex and country as independent and overall race time as dependent variable, calendar year (p < 0.0001), sex (p < 0.0001), country (p < 0.0001) and the interaction sex × calendar year (p = 0.012) were significant. In the model where overall race time was separated in the three disciplines, we found interactions such as country × discipline (p < 0.0001), year × discipline (p < 0.0001), sex × discipline (p < 0.0001), calendar year × sex (p = 0.044), calendar year × sex × discipline (p = 0.031). Overall race time decreased every year, above all in the year 2012. Women were slower than men, but women reduced this gender gap year after year and above all in the year 2007 (p = 0.001). Athletes from Norway and Germany were faster than those from Great Britain and other countries. Split times of the discipline decreased throughout the years. In particular, the discipline having more impact on overall race time was cycling. Most of the podiums were achieved by Norwegian women and men. For women, the fastest split and transition times were achieved by Norwegian women with exception of the run where German women were faster. Norwegian men were the fastest in split and transition times although French athletes were the fastest in swimming. Across years, the annual three fastest Norwegian women improved in cycling, running, overall race time and transition times but not Norwegian and German men. British men, however, improved running split times and transition times. To summarize, most of the finishers in 'Norseman Xtreme Triathlon' originated from Norway and the fastest race times were achieved by Norwegian women and men. Norwegian women improved race times across years but not Norwegian men.Entities:
Keywords: Cycling; Mixed model; Running; Swimming; Ultra-endurance
Year: 2015 PMID: 26357600 PMCID: PMC4556721 DOI: 10.1186/s40064-015-1255-5
Source DB: PubMed Journal: Springerplus ISSN: 2193-1801
Estimation of the fixed effects of the mixed model with the three top countries (Norway or NOR, German or GER and Great Britain or GBR) with overall race time as dependent variable
| Parameters |
|
|
|---|---|---|
| Intercept | 35,386.32 | <0.0001 |
| Year | 42.62 | <0.0001 |
| Sex | 21.07 | <0.0001 |
| Country | 11.73 | <0.0001 |
| Year × sex | 4.57 | 0.011 |
Calendar year is rescaled using percentiles (Year = 1 is the period from 2006 to 2008, Year = 2 the period from 2009 to 2011, Year = 3 the period from 2012 to 2014). Sex Code = 1 is female, Sex Code = 2 is male
Results from the mixed model with the three top countries (Norway or NOR, German or GER and Great Britain or GBR) with overall race time as dependent variable
| Parameter | Estimated coefficient | SD |
|
| 95 % confidence interval | |
|---|---|---|---|---|---|---|
| Lower bound | Upper bound | |||||
| Intercept | 867.87 | 5.27 | 164.41 | <0.0001 | 857.51 | 878.22 |
| [Year = 1] | 49.98 | 4.78 | 10.44 | <0.0001 | 40.60 | 59.37 |
| [Year = 2] | 36.47 | 4.39 | 8.30 | <0.0001 | 27.85 | 45.08 |
| [Year = 3] | 0 | 0 | – | – | – | – |
| [Sex = 1] | 17.77 | 10.59 | 1.67 | 0.093 | −2.99 | 38.55 |
| [Sex = 2] | 0 | 0 | – | – | – | – |
| [Country = GBR] | 22.34 | 8.51 | 2.62 | 0.009 | 5.63 | 39.05 |
| [Country = GER] | −26.55 | 11.02 | −2.40 | 0.016 | −48.17 | −4.93 |
| [Country = NOR] | −17.48 | 5.68 | −3.07 | 0.002 | −28.63 | −6.33 |
| [Country = other] | 0 | 0 | – | – | – | – |
| [Year = 1] × [Sex = 1] | 52.42 | 17.41 | 3.01 | 0.003 | 18.26 | 86.59 |
| [Year = 1] × [Sex = 2] | 0 | 0 | – | – | – | – |
| [Year = 2] × [Sex = 1] | 12.73 | 13.96 | 0.91 | 0.362 | −14.66 | 40.14 |
| [Year = 2] × [Sex = 2] | 0 | 0 | – | – | – | – |
| [Year = 3] × [Sex = 1] | 0 | 0 | – | – | – | – |
| [Year = 3] × [Sex = 2] | 0 | 0 | – | – | – | – |
Calendar year is rescaled using percentiles (Year = 1 is the period from 2006 to 2008, Year = 2 the period from 2009 to 2011, Year = 3 the period from 2012 to 2014). Sex Code = 1 is female, Sex Code = 2 is male
Estimation of the fixed effects of the mixed model
| Parameters |
|
|
|---|---|---|
| Intercept | 35,236.88 | <0.0001 |
| Year | 33.58 | <0.0001 |
| Sex | 21.23 | <0.0001 |
| Country | 11.88 | <0.0001 |
| Discipline | 12,359.19 | <0.0001 |
| Sex × discipline | 12.93 | <0.0001 |
| Country × discipline | 19.48 | <0.0001 |
| Year × discipline | 15.19 | <0.0001 |
| Year × sex | 3.63 | 0.026 |
| Year × sex × discipline | 3.23 | 0.012 |
Calendar year has been rescaled using percentiles. Total time has been decomposed into the split time taken for each discipline
Results from the mixed model with the three top countries (Norway or NOR, German or GER and Great Britain or GBR)
| Lower bound | Upper bound | |||||
|---|---|---|---|---|---|---|
| Intercept | 69.87 | 2.47 | 28.24 | <0.0001 | 65.02 | 74.72 |
| [Year = 1] | 4.19 | 2.49 | 1.68 | 0.092 | −0.68 | 9.08 |
| [Year = 2] | 8.74 | 2.36 | 3.69 | <0.0001 | 4.10 | 13.38 |
| [Year = 3] | 0 | 0 | – | – | – | – |
| [Sex Code = 1] | 1.89 | 5.12 | 0.37 | 0.712 | −8.15 | 11.94 |
| [Sex Code = 2] | 0 | 0 | – | – | – | – |
| [Country = GBR] | 4.39 | 3.87 | 1.13 | 0.257 | −3.19 | 11.97 |
| [Country = GER] | −1.79 | 4.97 | −0.36 | 0.718 | −11.54 | 7.95 |
| [Country = NOR] | 9.04 | 2.58 | 3.49 | <0.0001 | 3.96 | 14.11 |
| [Country = other] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] | 365.90 | 2.97 | 122.83 | <0.0001 | 360.06 | 371.75 |
| [Discipline = Run] | 282.68 | 2.97 | 94.89 | <0.0001 | 276.84 | 288.52 |
| [Discipline = Swim] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Sex Code = 1] | 14.45 | 6.24 | 2.31 | 0.021 | 2.21 | 26.69 |
| [Discipline = Run] × [Sex Code = 1] | −2.86 | 6.24 | −0.45 | 0.646 | −15.10 | 9.37 |
| [Discipline = Swim] × [Sex Code = 1] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
| [Discipline = Run] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
| [Discipline = Swim] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Country = GBR] | 2.10 | 4.58 | 0.46 | 0.646 | −6.88 | 11.09 |
| [Discipline = Run] × [Country = GBR] | 5.84 | 4.58 | 1.27 | 0.202 | −3.14 | 14.83 |
| [Discipline = Swim] × [Country = GBR] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Country = GER] | −12.01 | 5.87 | −2.04 | 0.041 | −23.54 | −0.48 |
| [Discipline = Run] × [Country = GER] | −8.40 | 5.87 | −1.43 | 0.153 | −19.93 | 3.11 |
| [Discipline = Swim] × [Country = GER] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Country = NOR] | −24.19 | 3.06 | −7.89 | <0.0001 | −30.20 | −18.18 |
| [Discipline = Run] × [Country = NOR] | −21.26 | 3.06 | −6.94 | <0.0001 | −27.27 | −15.26 |
| [Discipline = Swim] × [Country = NOR] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Country = other] | 0 | 0 | – | – | – | – |
| [Discipline = Run] × [Country = other] | 0 | 0 | – | – | – | – |
| [Discipline = Swim] × [Country = other] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Year = 1] | 29.91 | 3.07 | 9.71 | <0.0001 | 23.87 | 35.95 |
| [Discipline = Run] × [Year = 1] | 6.95 | 3.07 | 2.25 | 0.024 | 0.91 | 12.99 |
| [Discipline = Swim] × [Year = 1] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Year = 2] | 6.58 | 2.97 | 2.21 | 0.027 | 0.75 | 12.41 |
| [Discipline = Run] × [Year = 2] | −2.80 | 2.97 | −0.94 | 0.347 | −8.63 | 3.03 |
| [Discipline = Swim] × [Year = 2] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Year = 3] | 0 | 0 | – | – | – | – |
| [Discipline = Run] × [Year = 3] | 0 | 0 | – | – | – | – |
| [Discipline = Swim] × [Year = 3] | 0 | 0 | – | – | – | – |
| [Year = 1] × [Sex Code = 1] | 0.29 | 8.77 | 0.03 | 0.973 | −16.91 | 17.51 |
| [Year = 1] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
| [Year = 2] × [Sex Code = 1] | 5.08 | 7.72 | 0.65 | 0.511 | −10.07 | 20.23 |
| [Year = 2] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
| [Year = 3] × [Sex Code = 1] | 0 | 0 | – | – | – | – |
| [Year = 3] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Year = 1] × [Sex Code = 1] | 17.03 | 10.69 | 1.59 | 0.111 | −3.93 | 38.01 |
| [Discipline = Run] × [Year = 1] × [Sex Code = 1] | 32.54 | 10.69 | 3.04 | 0.002 | 11.56 | 53.52 |
| [Discipline = Swim] × [Year = 1] × [Sex Code = 1] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Year = 1] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
| [Discipline = Run] × [Year = 1] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
| [Discipline = Swim] × [Year = 1] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Year = 2] × [Sex Code = 1] | 4.45 | 9.78 | 0.45 | 0.649 | −14.72 | 23.63 |
| [Discipline = Run] × [Year = 2] × [Sex Code = 1] | −4.69 | 9.78 | −0.48 | 0.631 | −23.87 | 14.48 |
| [Discipline = Swim] × [Year = 2] × [Sex Code = 1] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Year = 2] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
| [Discipline = Run] × [Year = 2] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
| [Discipline = Swim] × [Year = 2] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Year = 3] × [Sex Code = 1] | 0 | 0 | – | – | – | – |
| [Discipline = Run] × [Year = 3] × [Sex Code = 1] | 0 | 0 | – | – | – | – |
| [Discipline = Swim] × [Year = 3] × [Sex Code = 1] | 0 | 0 | – | – | – | – |
| [Discipline = Bike] × [Year = 3] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
| [Discipline = Run] × [Year = 3] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
| Discipline = Swim] × [Year = 3] × [Sex Code = 2] | 0 | 0 | – | – | – | – |
Calendar year is rescaled using percentiles (Year = 1 is the period from 2006 to 2008, Year = 2 the period from 2009 to 2011, Year = 3 the period from 2012 to 2014). Sex Code = 1 is female, Sex Code = 2 is male
Fig. 1Number of finishers per country for women (a) and men (b) sorted by frequency. AND Andorra, AUS Australia, AUT Austria, BEL Belgium, BRA Brazil, CAN Canada, CZE Czech Republic, DEN Denmark, ESP Spain, EST Estonia, FRA France, GBR Great Britain, GER Germany, GRE Greece, GRL Greenland, HKG Hong Kong, IRL Ireland, ISL Iceland, ISR Israel, ITA Italy, LVA Latvia, NED Netherlands, NOR Norway, NZL New Zealand, POL Poland, POR Portugal, RSA South Africa, RUS Russia, SIN Singapore, SCO Scotland, SUI Switzerland, SVK Slovakia, SWE Sweden, USA United States of America, VEN Venezuela
Top three women and men in ‘Norseman Xtreme Triathlon’ from 2003 to 2014
| 1st place | 2nd place | 3rd place | 1st place | 2nd place | 3rd place | |
|---|---|---|---|---|---|---|
| 2003 | Christian Houge-Thiss (NOR) | Mathias Rasch-Halvorsen (NOR) | Bjørn Wigdel (NOR) | – | – | – |
| 2004 | Rune Høydahl (NOR) | Håvard Jensen (NOR) | Christian Houge-Thiss (NOR) | Trude Andersen (NOR) | Solveig Gysland (NOR) | Ingvill Merete Stedøy (NOR) |
| 2005 | Björn Andersson (SWE) | Kristofer Larsen (NOR) | Erik Johnsen (NOR) | Trude Andersen (NOR) | Silke Hamacher (NOR) | Sandra Fantini (FRA) |
| 2006 | Ole Stougaard (DEN) | Thomas Nesset Sundal (NOR) | Jonas Colting (SWE) | Marie Veslestaul (NOR) | Helene Pallesen (DEN) | Marit Svenning Berg (NOR) |
| 2007 | Lars Petter Stormo (NOR) | Romuald Lepers (FRA) | Ole Stougaard (DEN) | Emily Finanger (NOR) | Marit Svenning Berg (NOR) | Lene Hansen (NOR) |
| 2008 | Øyvind Johannessen (NOR) | Tom Remman (NOR) | Arild Christophersen (NOR) | Jenny Gowans (GBR) | Heidi Harviken (NOR) | Marie Veslestaul (NOR) |
| 2009 | Tom Remman (NOR) | Henrik Oftedal (NOR) | Daniel Blankenfuland (GER) | Susanne Buckenlei (GER) | Vibke Nørstebø (NOR) | Cesilie Skollerud Hegna (NOR) |
| 2010 | Henrik Oftedal (NOR) | Tom Remman (NOR) | Even Hersleth (NOR) | Susanne Buckenlei (GER) | Gonny Rosendaal (NED) | Malin Lundvik (SWE) |
| 2011 | Tim DeBoom (USA) | Markus Stierli (SUI) | Tom Remman (NOR) | Susanne Buckenlei (GER) | Malin Lundvik (SWE) | Cesilie Skollerud Hegna (NOR) |
| 2012 | Henrik Oftedal (NOR) | Lars Petter Stormo (NOR) | Tom Remman (NOR) | Annett Finger (GER) | Charlotte Knudsen (NOR) | Lisbeth Olsen Kenyon (USA) |
| 2013 | Markus Stierli (SUI) | Dirk Wijnalda (NED) | Allan Hovda (NOR) | Inger Liv Bjerkreim Nilsen (NOR) | Lydia Waldmüller (AUT) | Line Foss (NOR) |
| 2014 | Allan Hovda (NOR) | Lars Christian Vold (NOR) | Per Morten Ellingsen (NOR) | Line Foss (NOR) | Maggie Rusch (USA) | Trude Gran (NOR) |
AUT Austria, DEN Denmark, FRA France, GER Germany, GBR Great Britain, NOR Norway, SUI Switzerland, SWE Sweden, USA United States of America
Split times, overall race times and transition times for the ten fastest women and men ever, sorted by the number of finishers per country
| Country | Swimming split time (h:min) | Cycling split time (h:min) | Running split time (h:min) | Overall race time (h:min) | Transition time (h:min) |
|---|---|---|---|---|---|
| Women | |||||
| Norway | 1:03 ± 0:14 | 6:48 ± 0:26 | 4:52 ± 0:21 | 13:01 ± 0:17 | 0:06 ± 0:03 |
| Germany | 1:10 ± 0:06 | 7:03 ± 0:28 | 4:23 ± 0:36 | 13:46 ± 0:55 | 0:09 ± 0:03 |
| Great Britain | 1:07 ± 0:15 | 8:06 ± 1:01 | 6:12 ± 0:43 | 15:51 ± 1:19 | 0:14 ± 0:08 |
| Men | |||||
| Norway | 1:03 ± 0:07 | 5:34 ± 0:12 | 4:14 ± 0:12 | 10:56 ± 0:14 | 0:03 ± 0:01 |
| Great Britain | 1:07 ± 0:08 | 6:26 ± 0:22 | 4:57 ± 0:14 | 12:36 ± 0:41 | 0:06 ± 0:03 |
| Germany | 1:03 ± 0:05 | 6:28 ± 0:26 | 4:40 ± 0:16 | 12:20 ± 0:22 | 0:08 ± 0:04 |
| France | 1:02 ± 0:13 | 6:33 ± 0:31 | 5:03 ± 0:34 | 12:47 ± 0:49 | 0:08 ± 0:02 |
| Sweden | 1:04 ± 0:11 | 6:24 ± 0:32 | 4:50 ± 0:25 | 12:27 ± 1:01 | 0:08 ± 0:04 |
| Denmark | 1:05 ± 0:11 | 6:35 ± 0:24 | 4:51 ± 0:40 | 12:39 ± 1:02 | 0:08 ± 0:04 |
| USA | 1:05 ± 0:05 | 6:59 ± 0:32 | 5:30 ± 0:35 | 13:43 ± 1:08 | 0:09 ± 0:03 |
| The Netherlands | 1:03 ± 0:06 | 6:53 ± 0:28 | 5:15 ± 0:41 | 13:19 ± 0:54 | 0:08 ± 0:04 |
| Austria | 1:04 ± 0:07 | 6:49 ± 0:30 | 5:09 ± 0:46 | 13:14 ± 1:16 | 0:11 ± 0:04 |
| Belgium | 1:03 ± 0:06 | 6:34 ± 0:15 | 5:28 ± 0:19 | 13:13 ± 0:28 | 0:07 ± 0:03 |
| Spain | 1:14 ± 0:09 | 7:18 ± 0:32 | 5:29 ± 0:31 | 14:15 ± 0:59 | 0:12 ± 0:04 |
Fig. 2Performance of the annual three fastest Norwegian women in swimming (a), cycling (b), running (c), overall race time (d) and transition times (e)
Fig. 3Performance of the annual three fastest men from Norway, Great Britain and Germany in swimming (a), cycling (b), running (c), overall race time (d) and transition times (e)