Propensity score model overfitting led to inflated variance of estimated odds ratios.
Identifieur interne : 001885 ( Main/Exploration ); précédent : 001884; suivant : 001886Propensity score model overfitting led to inflated variance of estimated odds ratios.
Auteurs : Tibor Schuster [Australie] ; Wilfrid Kouokam Lowe [France] ; Robert W. Platt [Canada]Source :
- Journal of clinical epidemiology [ 1878-5921 ] ; 2016.
Descripteurs français
- KwdFr :
- MESH :
English descriptors
- KwdEn :
- MESH :
Abstract
Simulation studies suggest that the ratio of the number of events to the number of estimated parameters in a logistic regression model should be not less than 10 or 20 to 1 to achieve reliable effect estimates. Applications of propensity score approaches for confounding control in practice, however, do often not consider these recommendations.
DOI: 10.1016/j.jclinepi.2016.05.017
PubMed: 27498378
Affiliations:
- Australie, Canada, France
- Alsace (région administrative), Grand Est, Québec
- Montréal, Strasbourg
- Université McGill
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Le document en format XML
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<front><div type="abstract" xml:lang="en">Simulation studies suggest that the ratio of the number of events to the number of estimated parameters in a logistic regression model should be not less than 10 or 20 to 1 to achieve reliable effect estimates. Applications of propensity score approaches for confounding control in practice, however, do often not consider these recommendations.</div>
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