ArticleBiometrics2013
Outcome vector dependent sampling with longitudinal continuous response data: stratified sampling based on summary statistics.
Article in Biometrics, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 1 of them a synthesis that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
16 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Pooled it
- Statistical Methods for Binary Outcomes Adjusting for Outcome Dependent Sampling in Longitudinal Studies with Nonignorable Dropout.bioRxiv : the preprint server for biology · 2025Article
- Study design features increase replicability in cross-sectional and longitudinal brain-wide association studies.bioRxiv : the preprint server for biology · 2024Article
- Small-sample inference for cluster-based outcome-dependent sampling schemes in resource-limited settings: Investigating low birthweight in Rwanda.Biometrics · 2022Article
- Optimal allocation in stratified cluster-based outcome-dependent sampling designs.Statistics in medicine · 2021Article
- Two-wave two-phase outcome-dependent sampling designs, with applications to longitudinal binary data.Statistics in medicine · 2021Article
- Accelerated failure time model for data from outcome-dependent sampling.Lifetime data analysis · 2021Article
- Utilizing centralized biorepository samples for biomarkers of cystic fibrosis lung disease severity.Journal of cystic fibrosis : official journal of the European Cystic Fibrosis Society · 2020Article
- Two-Phase, Generalized Case-Control Designs for the Study of Quantitative Longitudinal Outcomes.American journal of epidemiology · 2020Article
- Outcome-dependent sampling in cluster-correlated data settings with application to hospital profiling.Journal of the Royal Statistical Society. Series A, (Statistics in Society) · 2020Article
- Optimal Designs of Two-Phase Studies.Journal of the American Statistical Association · 2020Article
- On the analysis of two-phase designs in cluster-correlated data settings.Statistics in medicine · 2019Article
- Likelihood-based analysis of outcome-dependent sampling designs with longitudinal data.Statistics in medicine · 2018Article
- On the Analysis of Case-Control Studies in Cluster-correlated Data Settings.Epidemiology (Cambridge, Mass.) · 2018Article
- Exposure enriched outcome dependent designs for longitudinal studies of gene-environment interaction.Statistics in medicine · 2017Article
- BIASED SAMPLING DESIGNS TO IMPROVE RESEARCH EFFICIENCY: FACTORS INFLUENCING PULMONARY FUNCTION OVER TIME IN CHILDREN WITH ASTHMA.The annals of applied statistics · 2015Article
Corrections and comments
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Authors and funding
3 authors.
Funding
Abstract
The analysis of longitudinal trajectories usually focuses on evaluation of explanatory factors that are either associated with rates of change, or with overall mean levels of a continuous outcome variable. In this article, we introduce valid design and analysis methods that permit outcome dependent sampling of longitudinal data for scenarios where all outcome data currently exist, but a targeted substudy is being planned in order to collect additional key exposure information on a limited number of subjects. We propose a stratified sampling based on specific summaries of individual longitudinal trajectories, and we detail an ascertainment corrected maximum likelihood approach for estimation using the resulting biased sample of subjects. In addition, we demonstrate that the efficiency of an outcome-based sampling design relative to use of a simple random sample depends highly on the choice of outcome summary statistic used to direct sampling, and we show a natural link between the goals of the longitudinal regression model and corresponding desirable designs. Using data from the Childhood Asthma Management Program, where genetic information required retrospective ascertainment, we study a range of designs that examine lung function profiles over 4 years of follow-up for children classified according to their genotype for the IL 13 cytokine.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.