Development and validation of a risk model for prediction of hazardous alcohol consumption in general practice attendees : the PredictAL study

Detalhes bibliográficos
Autor(a) principal: King, M
Data de Publicação: 2011
Outros Autores: Marston, L, Svab, I, Maaroos, HI, Geerlings, MI, Xavier, Miguel, Benjamin, V, Torres-Gonzalez, F, Bellon-Saameno, JA, Rotar, D, Aluoja, A, Saldivia, S, Corrêa, Bernardo, Nazareth, I
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10362/7139
Resumo: Background: Little is known about the risk of progression to hazardous alcohol use in people currently drinking at safe limits. We aimed to develop a prediction model (predictAL) for the development of hazardous drinking in safe drinkers. Methods: A prospective cohort study of adult general practice attendees in six European countries and Chile followed up over 6 months. We recruited 10,045 attendees between April 2003 to February 2005. 6193 European and 2462 Chilean attendees recorded AUDIT scores below 8 in men and 5 in women at recruitment and were used in modelling risk. 38 risk factors were measured to construct a risk model for the development of hazardous drinking using stepwise logistic regression. The model was corrected for over fitting and tested in an external population. The main outcome was hazardous drinking defined by an AUDIT score >= 8 in men and >= 5 in women. Results: 69.0% of attendees were recruited, of whom 89.5% participated again after six months. The risk factors in the final predictAL model were sex, age, country, baseline AUDIT score, panic syndrome and lifetime alcohol problem. The predictAL model's average c-index across all six European countries was 0.839 (95% CI 0.805, 0.873). The Hedge's g effect size for the difference in log odds of predicted probability between safe drinkers in Europe who subsequently developed hazardous alcohol use and those who did not was 1.38 (95% CI 1.25, 1.51). External validation of the algorithm in Chilean safe drinkers resulted in a c-index of 0.781 (95% CI 0.717, 0.846) and Hedge's g of 0.68 (95% CI 0.57, 0.78). Conclusions: The predictAL risk model for development of hazardous consumption in safe drinkers compares favourably with risk algorithms for disorders in other medical settings and can be a useful first step in prevention of alcohol misuse.
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spelling Development and validation of a risk model for prediction of hazardous alcohol consumption in general practice attendees : the PredictAL studyUSE DISORDERSPRIMARY-CAREDRINKINGHEALTHPOPULATIONINTERVIEWIDENTIFICATIONPERFORMANCEPREVALENCEDEPRESSIONSaúde Mental e PsiquiatriaBackground: Little is known about the risk of progression to hazardous alcohol use in people currently drinking at safe limits. We aimed to develop a prediction model (predictAL) for the development of hazardous drinking in safe drinkers. Methods: A prospective cohort study of adult general practice attendees in six European countries and Chile followed up over 6 months. We recruited 10,045 attendees between April 2003 to February 2005. 6193 European and 2462 Chilean attendees recorded AUDIT scores below 8 in men and 5 in women at recruitment and were used in modelling risk. 38 risk factors were measured to construct a risk model for the development of hazardous drinking using stepwise logistic regression. The model was corrected for over fitting and tested in an external population. The main outcome was hazardous drinking defined by an AUDIT score >= 8 in men and >= 5 in women. Results: 69.0% of attendees were recruited, of whom 89.5% participated again after six months. The risk factors in the final predictAL model were sex, age, country, baseline AUDIT score, panic syndrome and lifetime alcohol problem. The predictAL model's average c-index across all six European countries was 0.839 (95% CI 0.805, 0.873). The Hedge's g effect size for the difference in log odds of predicted probability between safe drinkers in Europe who subsequently developed hazardous alcohol use and those who did not was 1.38 (95% CI 1.25, 1.51). External validation of the algorithm in Chilean safe drinkers resulted in a c-index of 0.781 (95% CI 0.717, 0.846) and Hedge's g of 0.68 (95% CI 0.57, 0.78). Conclusions: The predictAL risk model for development of hazardous consumption in safe drinkers compares favourably with risk algorithms for disorders in other medical settings and can be a useful first step in prevention of alcohol misuse.RUNKing, MMarston, LSvab, IMaaroos, HIGeerlings, MIXavier, MiguelBenjamin, VTorres-Gonzalez, FBellon-Saameno, JARotar, DAluoja, ASaldivia, SCorrêa, BernardoNazareth, I2011-01-01T00:00:00Z2014-12-09T01:00:31Z2011-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10362/7139enginfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-03-11T03:38:46Zoai:run.unl.pt:10362/7139Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:17:14.286306Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Development and validation of a risk model for prediction of hazardous alcohol consumption in general practice attendees : the PredictAL study
title Development and validation of a risk model for prediction of hazardous alcohol consumption in general practice attendees : the PredictAL study
spellingShingle Development and validation of a risk model for prediction of hazardous alcohol consumption in general practice attendees : the PredictAL study
King, M
USE DISORDERS
PRIMARY-CARE
DRINKING
HEALTH
POPULATION
INTERVIEW
IDENTIFICATION
PERFORMANCE
PREVALENCE
DEPRESSION
Saúde Mental e Psiquiatria
title_short Development and validation of a risk model for prediction of hazardous alcohol consumption in general practice attendees : the PredictAL study
title_full Development and validation of a risk model for prediction of hazardous alcohol consumption in general practice attendees : the PredictAL study
title_fullStr Development and validation of a risk model for prediction of hazardous alcohol consumption in general practice attendees : the PredictAL study
title_full_unstemmed Development and validation of a risk model for prediction of hazardous alcohol consumption in general practice attendees : the PredictAL study
title_sort Development and validation of a risk model for prediction of hazardous alcohol consumption in general practice attendees : the PredictAL study
author King, M
author_facet King, M
Marston, L
Svab, I
Maaroos, HI
Geerlings, MI
Xavier, Miguel
Benjamin, V
Torres-Gonzalez, F
Bellon-Saameno, JA
Rotar, D
Aluoja, A
Saldivia, S
Corrêa, Bernardo
Nazareth, I
author_role author
author2 Marston, L
Svab, I
Maaroos, HI
Geerlings, MI
Xavier, Miguel
Benjamin, V
Torres-Gonzalez, F
Bellon-Saameno, JA
Rotar, D
Aluoja, A
Saldivia, S
Corrêa, Bernardo
Nazareth, I
author2_role author
author
author
author
author
author
author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv RUN
dc.contributor.author.fl_str_mv King, M
Marston, L
Svab, I
Maaroos, HI
Geerlings, MI
Xavier, Miguel
Benjamin, V
Torres-Gonzalez, F
Bellon-Saameno, JA
Rotar, D
Aluoja, A
Saldivia, S
Corrêa, Bernardo
Nazareth, I
dc.subject.por.fl_str_mv USE DISORDERS
PRIMARY-CARE
DRINKING
HEALTH
POPULATION
INTERVIEW
IDENTIFICATION
PERFORMANCE
PREVALENCE
DEPRESSION
Saúde Mental e Psiquiatria
topic USE DISORDERS
PRIMARY-CARE
DRINKING
HEALTH
POPULATION
INTERVIEW
IDENTIFICATION
PERFORMANCE
PREVALENCE
DEPRESSION
Saúde Mental e Psiquiatria
description Background: Little is known about the risk of progression to hazardous alcohol use in people currently drinking at safe limits. We aimed to develop a prediction model (predictAL) for the development of hazardous drinking in safe drinkers. Methods: A prospective cohort study of adult general practice attendees in six European countries and Chile followed up over 6 months. We recruited 10,045 attendees between April 2003 to February 2005. 6193 European and 2462 Chilean attendees recorded AUDIT scores below 8 in men and 5 in women at recruitment and were used in modelling risk. 38 risk factors were measured to construct a risk model for the development of hazardous drinking using stepwise logistic regression. The model was corrected for over fitting and tested in an external population. The main outcome was hazardous drinking defined by an AUDIT score >= 8 in men and >= 5 in women. Results: 69.0% of attendees were recruited, of whom 89.5% participated again after six months. The risk factors in the final predictAL model were sex, age, country, baseline AUDIT score, panic syndrome and lifetime alcohol problem. The predictAL model's average c-index across all six European countries was 0.839 (95% CI 0.805, 0.873). The Hedge's g effect size for the difference in log odds of predicted probability between safe drinkers in Europe who subsequently developed hazardous alcohol use and those who did not was 1.38 (95% CI 1.25, 1.51). External validation of the algorithm in Chilean safe drinkers resulted in a c-index of 0.781 (95% CI 0.717, 0.846) and Hedge's g of 0.68 (95% CI 0.57, 0.78). Conclusions: The predictAL risk model for development of hazardous consumption in safe drinkers compares favourably with risk algorithms for disorders in other medical settings and can be a useful first step in prevention of alcohol misuse.
publishDate 2011
dc.date.none.fl_str_mv 2011-01-01T00:00:00Z
2011-01-01
2014-12-09T01:00:31Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10362/7139
url http://hdl.handle.net/10362/7139
dc.language.iso.fl_str_mv eng
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dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
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repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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