Literature DB >> 33757585

Random forest model to identify factors associated with anabolic-androgenic steroid use.

Zohreh Manoochehri1, Majid Barati2, Javad Faradmal3, Sara Manoochehri1.   

Abstract

BACKGROUND: One of the types of doping that is commonly used by bodybuilders, is androgenic-anabolic steroids (AAS). The use of AAS besides violating sporting ethics would have serious consequences on physical and mental health statuses. This study aimed to determine the most important factors of using AAS among bodybuilders by prototype willingness model (PWM).
METHODS: In this analytical cross-sectional study, 280 male bodybuilders were selected from the bodybuilding clubs in Hamadan city using multistage sampling in 2016. A self-administered questionnaire consisting of demographic information and constructs of the PWM was then used to collect data and random forest model was also applied to analyze the collected data.
RESULTS: Behavioral willingness, attitude, and previous AAS use were found as the most important factors in determining the behavioral intention. Moreover, subjective norms, attitude, BMI, and prototypes were the factors with the greatest effect on predicting behavioral willingness of AAS use. As well, behavioral intention was observed to be more important than behavioral willingness for predicting of AAS use. DISCUSSION: The obtained results show that the reasoned action path has a greater impact to predict AAS use among bodybuilders compared to social reaction path.

Entities:  

Keywords:  Androgenic-anabolic steroids; Prototype willingness model; Random forest

Year:  2021        PMID: 33757585     DOI: 10.1186/s13102-021-00257-5

Source DB:  PubMed          Journal:  BMC Sports Sci Med Rehabil        ISSN: 2052-1847


  16 in total

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Authors:  Anders Hakansson; Kajsa Mickelsson; Camilla Wallin; Mats Berglund
Journal:  Eur Addict Res       Date:  2012-01-28       Impact factor: 3.015

2.  The effects of supraphysiologic doses of testosterone on muscle size and strength in normal men.

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Journal:  N Engl J Med       Date:  1996-07-04       Impact factor: 91.245

3.  Belief-based Tobacco Smoking Scale: Evaluating the Psychometric Properties of the Theory of Planned Behavior's Constructs.

Authors:  Majid Barati; Hamid Allahverdipour; Alireza Hidarnia; Shamsodin Niknami; Saeed Bashirian
Journal:  Health Promot Perspect       Date:  2015-03-29

Review 4.  Adverse health effects of anabolic-androgenic steroids.

Authors:  Jan van Amsterdam; Antoon Opperhuizen; Fred Hartgens
Journal:  Regul Toxicol Pharmacol       Date:  2010-02-12       Impact factor: 3.271

5.  Reasoned action and social reaction: willingness and intention as independent predictors of health risk.

Authors:  F X Gibbons; M Gerrard; H Blanton; D W Russell
Journal:  J Pers Soc Psychol       Date:  1998-05

6.  Predictors of non- hookah smoking among high-school students based on prototype/willingness model.

Authors:  Sedigheh Abedini; MohammadAli MorowatiSharifabad; Mosharafeh Chaleshgar Kordasiabi; Amin Ghanbarnejad
Journal:  Health Promot Perspect       Date:  2014-07-12

7.  Watching and drinking: expectancies, prototypes, and friends' alcohol use mediate the effect of exposure to alcohol use in movies on adolescent drinking.

Authors:  Sonya Dal Cin; Keilah A Worth; Meg Gerrard; Mike Stoolmiller; James D Sargent; Thomas A Wills; Frederick X Gibbons
Journal:  Health Psychol       Date:  2009-07       Impact factor: 4.267

8.  A national study of substance use behaviors among NCAA male athletes who use banned performance enhancing substances.

Authors:  Jennifer F Buckman; Samantha G Farris; David A Yusko
Journal:  Drug Alcohol Depend       Date:  2013-05-18       Impact factor: 4.492

9.  Prevalence and risk factors for anabolic-androgenic steroid abuse among Jordanian collegiate students and athletes.

Authors:  Lubna H Tahtamouni; Noor H Mustafa; Almuthana A Alfaouri; Iman M Hassan; Maher Y Abdalla; Salem R Yasin
Journal:  Eur J Public Health       Date:  2008-07-04       Impact factor: 3.367

10.  Baseline characteristics of the HAARLEM study: 100 male amateur athletes using anabolic androgenic steroids.

Authors:  Diederik L Smit; Olivier de Hon; Bastiaan J Venhuis; Martin den Heijer; Willem de Ronde
Journal:  Scand J Med Sci Sports       Date:  2019-11-21       Impact factor: 4.221

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