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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao TDX (Tesis Doctorals...arrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
TDX (Tesis Doctorals en Xarxa)
Doctoral thesis . 2025
License: CC BY NC ND
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
Recolector de Ciencia Abierta, RECOLECTA
Doctoral thesis . 2025
License: CC BY NC ND
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Rendimiento de métodos para la recuperación de información con datos perdidos en diseños longitudinales: un estudio de simulación

Authors: Sánchez Martínez, Néstor;

Rendimiento de métodos para la recuperación de información con datos perdidos en diseños longitudinales: un estudio de simulación

Abstract

Antecedentes En estudios epidemiológicos observacionales, se suele considerar la inclusión de variables confusoras en modelos de regresión para ajustar el análisis. Estas confusoras tienen efectos directos sobre la variable a predecir y son mediadas por la variable de interés. Sin embargo, no se ha estudiado suficientemente el impacto de no especificar los efectos de mediación moderada entre la exposición y las variables confusoras, así como la influencia de ignorar este efecto en presencia de pérdida de datos. Métodos Se analiza en dos estudios de simulación el efecto de la no especificación de las relaciones de mediación moderada en el sesgo y tasas de error tipo I del parámetro de exposición en modelos de regresión logística. El primer estudio se centra en la omisión de la mediación moderada y su impacto en la estimación de parámetros. En el segundo estudio, se introducen tipos (MCAR, MAR, MNAR) y porcentajes de pérdida de datos de distintos tipos para evaluar cómo las pérdidas afectan a la precisión y el sesgo de las estimaciones al utilizar métodos de tratamiento de información faltante con los métodos de ponderación por probabilidad inversa, imputación múltiple y estimación mediante máximo-verosímil. Ambos estudios de simulación se diseñaron para reflejar situaciones realistas en estudios epidemiológicos de tipo observacional se compararon utilizando como referencia el análisis de casos completos que ignora la información faltante.

Country
Spain
Keywords

Modelos de mediación, Datos faltantes, 61, Estudios observacionales, Epidemiología, Modelización causal, Ciencias de la salud

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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