A Comparison of the Cheater Detection and the Unrelated Question Models: A Randomized Response Survey on Physical and Cognitive Doping in Recreational Triathletes.

PURPOSE:This study assessed the prevalence of physical and cognitive doping in recreational triathletes with two different randomized response models, that is, the Cheater Detection Model (CDM) and the Unrelated Question Model (UQM). Since both models have been employed in assessing doping, the majo...

Full description

Bibliographic Details
Main Authors: Hannes Schröter, Beatrix Studzinski, Pavel Dietz, Rolf Ulrich, Heiko Striegel, Perikles Simon
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2016-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4878800?pdf=render
id doaj-eae1c01dfa4d45b78c7c1fe5e52b7cd9
record_format Article
spelling doaj-eae1c01dfa4d45b78c7c1fe5e52b7cd92020-11-25T00:48:33ZengPublic Library of Science (PLoS)PLoS ONE1932-62032016-01-01115e015576510.1371/journal.pone.0155765A Comparison of the Cheater Detection and the Unrelated Question Models: A Randomized Response Survey on Physical and Cognitive Doping in Recreational Triathletes.Hannes SchröterBeatrix StudzinskiPavel DietzRolf UlrichHeiko StriegelPerikles SimonPURPOSE:This study assessed the prevalence of physical and cognitive doping in recreational triathletes with two different randomized response models, that is, the Cheater Detection Model (CDM) and the Unrelated Question Model (UQM). Since both models have been employed in assessing doping, the major objective of this study was to investigate whether the estimates of these two models converge. MATERIAL AND METHODS:An anonymous questionnaire was distributed to 2,967 athletes at two triathlon events (Frankfurt and Wiesbaden, Germany). Doping behavior was assessed either with the CDM (Frankfurt sample, one Wiesbaden subsample) or the UQM (one Wiesbaden subsample). A generalized likelihood-ratio test was employed to check whether the prevalence estimates differed significantly between models. In addition, we compared the prevalence rates of the present survey with those of a previous study on a comparable sample. RESULTS:After exclusion of incomplete questionnaires and outliers, the data of 2,017 athletes entered the final data analysis. Twelve-month prevalence for physical doping ranged from 4% (Wiesbaden, CDM and UQM) to 12% (Frankfurt CDM), and for cognitive doping from 1% (Wiesbaden, CDM) to 9% (Frankfurt CDM). The generalized likelihood-ratio test indicated no differences in prevalence rates between the two methods. Furthermore, there were no significant differences in prevalences between the present (undertaken in 2014) and the previous survey (undertaken in 2011), although the estimates tended to be smaller in the present survey. DISCUSSION:The results suggest that the two models can provide converging prevalence estimates. The high rate of cheaters estimated by the CDM, however, suggests that the present results must be seen as a lower bound and that the true prevalence of doping might be considerably higher.http://europepmc.org/articles/PMC4878800?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Hannes Schröter
Beatrix Studzinski
Pavel Dietz
Rolf Ulrich
Heiko Striegel
Perikles Simon
spellingShingle Hannes Schröter
Beatrix Studzinski
Pavel Dietz
Rolf Ulrich
Heiko Striegel
Perikles Simon
A Comparison of the Cheater Detection and the Unrelated Question Models: A Randomized Response Survey on Physical and Cognitive Doping in Recreational Triathletes.
PLoS ONE
author_facet Hannes Schröter
Beatrix Studzinski
Pavel Dietz
Rolf Ulrich
Heiko Striegel
Perikles Simon
author_sort Hannes Schröter
title A Comparison of the Cheater Detection and the Unrelated Question Models: A Randomized Response Survey on Physical and Cognitive Doping in Recreational Triathletes.
title_short A Comparison of the Cheater Detection and the Unrelated Question Models: A Randomized Response Survey on Physical and Cognitive Doping in Recreational Triathletes.
title_full A Comparison of the Cheater Detection and the Unrelated Question Models: A Randomized Response Survey on Physical and Cognitive Doping in Recreational Triathletes.
title_fullStr A Comparison of the Cheater Detection and the Unrelated Question Models: A Randomized Response Survey on Physical and Cognitive Doping in Recreational Triathletes.
title_full_unstemmed A Comparison of the Cheater Detection and the Unrelated Question Models: A Randomized Response Survey on Physical and Cognitive Doping in Recreational Triathletes.
title_sort comparison of the cheater detection and the unrelated question models: a randomized response survey on physical and cognitive doping in recreational triathletes.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2016-01-01
description PURPOSE:This study assessed the prevalence of physical and cognitive doping in recreational triathletes with two different randomized response models, that is, the Cheater Detection Model (CDM) and the Unrelated Question Model (UQM). Since both models have been employed in assessing doping, the major objective of this study was to investigate whether the estimates of these two models converge. MATERIAL AND METHODS:An anonymous questionnaire was distributed to 2,967 athletes at two triathlon events (Frankfurt and Wiesbaden, Germany). Doping behavior was assessed either with the CDM (Frankfurt sample, one Wiesbaden subsample) or the UQM (one Wiesbaden subsample). A generalized likelihood-ratio test was employed to check whether the prevalence estimates differed significantly between models. In addition, we compared the prevalence rates of the present survey with those of a previous study on a comparable sample. RESULTS:After exclusion of incomplete questionnaires and outliers, the data of 2,017 athletes entered the final data analysis. Twelve-month prevalence for physical doping ranged from 4% (Wiesbaden, CDM and UQM) to 12% (Frankfurt CDM), and for cognitive doping from 1% (Wiesbaden, CDM) to 9% (Frankfurt CDM). The generalized likelihood-ratio test indicated no differences in prevalence rates between the two methods. Furthermore, there were no significant differences in prevalences between the present (undertaken in 2014) and the previous survey (undertaken in 2011), although the estimates tended to be smaller in the present survey. DISCUSSION:The results suggest that the two models can provide converging prevalence estimates. The high rate of cheaters estimated by the CDM, however, suggests that the present results must be seen as a lower bound and that the true prevalence of doping might be considerably higher.
url http://europepmc.org/articles/PMC4878800?pdf=render
work_keys_str_mv AT hannesschroter acomparisonofthecheaterdetectionandtheunrelatedquestionmodelsarandomizedresponsesurveyonphysicalandcognitivedopinginrecreationaltriathletes
AT beatrixstudzinski acomparisonofthecheaterdetectionandtheunrelatedquestionmodelsarandomizedresponsesurveyonphysicalandcognitivedopinginrecreationaltriathletes
AT paveldietz acomparisonofthecheaterdetectionandtheunrelatedquestionmodelsarandomizedresponsesurveyonphysicalandcognitivedopinginrecreationaltriathletes
AT rolfulrich acomparisonofthecheaterdetectionandtheunrelatedquestionmodelsarandomizedresponsesurveyonphysicalandcognitivedopinginrecreationaltriathletes
AT heikostriegel acomparisonofthecheaterdetectionandtheunrelatedquestionmodelsarandomizedresponsesurveyonphysicalandcognitivedopinginrecreationaltriathletes
AT periklessimon acomparisonofthecheaterdetectionandtheunrelatedquestionmodelsarandomizedresponsesurveyonphysicalandcognitivedopinginrecreationaltriathletes
AT hannesschroter comparisonofthecheaterdetectionandtheunrelatedquestionmodelsarandomizedresponsesurveyonphysicalandcognitivedopinginrecreationaltriathletes
AT beatrixstudzinski comparisonofthecheaterdetectionandtheunrelatedquestionmodelsarandomizedresponsesurveyonphysicalandcognitivedopinginrecreationaltriathletes
AT paveldietz comparisonofthecheaterdetectionandtheunrelatedquestionmodelsarandomizedresponsesurveyonphysicalandcognitivedopinginrecreationaltriathletes
AT rolfulrich comparisonofthecheaterdetectionandtheunrelatedquestionmodelsarandomizedresponsesurveyonphysicalandcognitivedopinginrecreationaltriathletes
AT heikostriegel comparisonofthecheaterdetectionandtheunrelatedquestionmodelsarandomizedresponsesurveyonphysicalandcognitivedopinginrecreationaltriathletes
AT periklessimon comparisonofthecheaterdetectionandtheunrelatedquestionmodelsarandomizedresponsesurveyonphysicalandcognitivedopinginrecreationaltriathletes
_version_ 1725255597007306752