ArticleEpidemiology (Cambridge, Mass.)2013
Loss to follow-up in cohort studies: bias in estimates of socioeconomic inequalities.
Article in Epidemiology (Cambridge, Mass.), 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 183 papers, 9 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
183 citing papers in PubMed, 9 syntheses or guidelines pooled it.
- Pooled it
- Overcoming health misinformation in marginalized groups: a systematic review.International journal for equity in health · 2025Pooled it
- Socioeconomic disparities in the postnatal growth of preterm infants: a systematic review.Pediatric research · 2025Pooled it
- Health-Related Quality-of-Life Outcomes of Very Preterm or Very Low Birth Weight Adults: Evidence From an Individual Participant Data Meta-Analysis.PharmacoEconomics · 2023Pooled it
- Pooled it
- Association of Very Preterm Birth or Very Low Birth Weight With Intelligence in Adulthood: An Individual Participant Data Meta-analysis.JAMA pediatrics · 2021Pooled it
- Cortisol Co-Secretion and Clinical Usefulness of ACTH Stimulation Test in Primary Aldosteronism: A Systematic Review and Biases in Epidemiological Studies.Frontiers in endocrinology · 2021Pooled it
- Case-finding for common mental disorders in primary care using routinely collected data: a systematic review.Social psychiatry and psychiatric epidemiology · 2019Pooled it
- Cognitive Outcomes of Children Born Extremely or Very Preterm Since the 1990s and Associated Risk Factors: A Meta-analysis and Meta-regression.JAMA pediatrics · 2018Pooled it
- Effectiveness of a new breastfeeding counselling intervention on breastfeeding prevalence, infant growth velocity and postpartum weight loss in overweight women: a randomized controlled trial.International breastfeeding journal · 2025Trial
- Risk-guided maternity care to enhance maternal empowerment postpartum: A cluster randomized controlled trial.PloS one · 2020Trial
- No neurodevelopmental benefit of cerebral oximetry in the first randomised trial (SafeBoosC II) in preterm infants during the first days of life.Acta paediatrica (Oslo, Norway : 1992) · 2019Trial
- Effectiveness of Baby-friendly community health services on exclusive breastfeeding and maternal satisfaction: a pragmatic trial.Maternal & child nutrition · 2016Trial
- Web-Based Assessment of Mental Well-Being in Early Adolescence: A Reliability Study.Journal of medical Internet research · 2016Trial
- Socioeconomic and sociodemographic factors associated with asthma related outcomes in early childhood: the Generation R Study.PloS one · 2013Trial
- Use of primary care physiotherapy and its associations with clinical and socioeconomic outcomes in musculoskeletal disorders: a cohort study.Scandinavian journal of primary health care · 2026Article
- Research Study Attrition and Participant-Informed Retention Strategies Among Cancer Survivors.JAMA network open · 2026Article
- Diagnosing Diabetes in Cohort Studies: The Case for Comprehensive Glycemic Assessment.Geriatrics & gerontology international · 2026Article
- Quantifying and adjusting for selection biases in the Norwegian Mother, Father and Child Cohort Study using population-wide individual-level registry information.International journal of epidemiology · 2026Article
- Parental violent discipline and adolescent health: is there a different effect when one or both parents are involved?European journal of public health · 2026Article
123 more citing papers are in PubMed but not listed here.
Corrections and comments
- Commented on by
Authors and funding
4 authors.
Funding
Abstract
backgroundAlthough cohort members tend to be healthy and affluent compared with the whole population, some studies indicate this does not bias certain exposure-outcome associations. It is less clear whether this holds when socioeconomic position (SEP) is the exposure of interest.
methodsAs an illustrative example, we use data from the Avon Longitudinal Study of Parents and Children. We calculate estimates of maternal education inequalities in outcomes for which data are available on almost the whole cohort (birth weight and length, breastfeeding, preterm birth, maternal obesity, smoking during pregnancy, educational attainment). These are calculated for the full cohort (n~12,000) and in restricted subsamples defined by continued participation at age 10 years (n∼7,000) and age 15 years (n∼5,000).
resultsLoss to follow-up was related both to SEP and outcomes. For each outcome, loss to follow-up was associated with underestimation of inequality, which increased as participation rates decreased (eg, mean birth-weight difference between highest and lowest SEP was 116 g [95% confidence interval = 78 to 153] in the full sample and 93 g [45 to 141] and 62 g [5 to 119] in those attending at ages 10 and 15 years, respectively).
conclusionsConsiderable attrition from cohort studies may result in biased estimates of socioeconomic inequalities, and the degree of bias may worsen as participation rates decrease. However, even with considerable attrition (>50%), qualitative conclusions about the direction and approximate magnitude of inequalities did not change among most of our examples. The appropriate analysis approaches to alleviate bias depend on the missingness mechanism.
Indexed as
Identifiers
What OpenQuestion holds
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.