SynthesisJournal of clinical epidemiology2022
The Odds Ratio is "portable" across baseline risk but not the Relative Risk: Time to do away with the log link in binomial regression.
Synthesis in Journal of clinical epidemiology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers, 7 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
24 citing papers in PubMed, 7 syntheses or guidelines pooled it.
- Sex differences in the risk of bronchopulmonary dysplasia and pulmonary hypertension: a Bayesian meta-analysis.Pediatric research · 2025Pooled it
- Community-based complex interventions to sustain independence in older people, stratified by frailty: a systematic review and network meta-analysis.Health technology assessment (Winchester, England) · 2024Pooled it
- Community based complex interventions to sustain independence in older people: systematic review and network meta-analysis.BMJ (Clinical research ed.) · 2024Pooled it
- Antipsychotic dose, dopamine D2 receptor occupancy and extrapyramidal side-effects: a systematic review and dose-response meta-analysis.Molecular psychiatry · 2023Pooled it
- The prevalence of adaptive immunity to COVID-19 and reinfection after recovery - a comprehensive systematic review and meta-analysis.Pathogens and global health · 2022Pooled it
- Controversy and Debate : Questionable utility of the relative risk in clinical research: Paper 4 :Odds Ratios are far from "portable" - A call to use realistic models for effect variation in meta-analysis.Journal of clinical epidemiology · 2022Pooled it
- Mortality Rates Among Hospitalized Patients With COVID-19 Infection Treated With Tocilizumab and Corticosteroids: A Bayesian Reanalysis of a Previous Meta-analysis.JAMA network open · 2022Pooled it
- Emotional Processing Following Digital Cognitive Behavioral Therapy for Insomnia in People With Depressive Symptoms: A Randomized Clinical Trial.JAMA network open · 2025Trial
- Article
- Benzodiazepine exposure during early pregnancy and risk of miscarriage: dose-response, half-life classification, and individual agents.Archives of women's mental health · 2026Article
- Article
- Evaluating the proper use of weighted mean difference in evidence synthesis: a meta-epidemiology study.JBI evidence synthesis · 2026Article
- Menthol cigarette alternative products: Awareness, use, and substitution intentions among adults who smoke menthol cigarettes.Addictive behaviors · 2025Article
- Article
- Around the EQUATOR With Clin-STAR: Systematic Reviews of Intervention Effectiveness; Challenges and Opportunities.Journal of the American Geriatrics Society · 2025Article
- Clomiphene Citrate Medication for Infertility and Risk of Stillbirth or Neonatal Death: A Population-based Cohort Study.The Journal of clinical endocrinology and metabolism · 2025Article
- ZIBGLMM: Zero-inflated bivariate generalized linear mixed model for meta-analysis with double-zero-event studies.Research synthesis methods · 2025Article
- Advancing Interpretable Regression Analysis for Binary Data: A Novel Distributed Algorithm Approach.Statistics in medicine · 2024Article
- Variability of relative treatment effect among populations with low, moderate and high control group event rates: a meta-epidemiological study.BMC medical research methodology · 2024Article
- Assessment of inverse publication bias in safety outcomes: an empirical analysis.BMC medicine · 2024Article
Corrections and comments
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Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectivesIn a recent paper we suggest that the relative risk (RR) be replaced with the odds ratio (OR) as the effect measure of choice in clinical epidemiology. In response, Chu, and colleagues raise several points that argue for the status quo. In this paper, we respond to their response. STUDY DESIGNS AND SETTINGS: We use the same examples given by Chu and colleagues to recompute estimates of effect and demonstrate the problem with the RR.
resultsWe reaffirm the following findings: a) the OR and RR measure different things and their numerical difference is only important if misinterpreted b) this potential misinterpretation is a trivial issue compared to the lack of portability of the RR c) the same examples reaffirm non-portability of the RR and demonstrate how misleading the results might be in contrast to the OR, which is independent of the baseline risk d) the concept of non-collapsibility for the OR should be expected in the presence of a non-confounding risk factor, and is not a bias e) the log link in regression models that generate RRs as well as the use of RRs in meta-analysis is shown to be problematic using the same examples.
conclusionThe OR should replace the RR in clinical research and meta-analyses though there should be conversion of the end product into ratios or differences of risk, solely, for interpretation. To this end we provide a Stata module (logittorisk) for this purpose.
Indexed as
Identifiers
34380019What 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.