ArticleStatistics in medicine2014
A design-by-treatment interaction model for network meta-analysis with random inconsistency effects.
Article in Statistics in medicine, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 185 papers, 82 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
185 citing papers in PubMed, 82 syntheses or guidelines pooled it.
- Effects of different training modalities on lower-limb explosive power, acceleration, 20-m sprint performance, and change-of-direction ability in youth soccer players: a systematic review and network meta-analysis.BMC sports science, medicine & rehabilitation · 2026Pooled it
- Comparative Effectiveness of Noninvasive Brain-Computer Interface-Based Interventions for Upper Limb Rehabilitation in Poststroke Hemiplegia: Systematic Review and Network Meta-Analysis of Randomized Controlled Trials.Journal of medical Internet research · 2026Pooled it
- Which orthodontic retainer provides the best stabilization? : Systematic review and network meta-analysis.Journal of orofacial orthopedics = Fortschritte der Kieferorthopadie : Organ/official journal Deutsche Gesellschaft fur Kieferorthopadie · 2026Pooled it
- Glucagon-like peptide-1 receptor agonists for weight management in mental illness: a network meta-analysis.Translational psychiatry · 2026Pooled it
- Comparative effects of hypnotic agents on sleep architecture and respiratory outcomes in obstructive sleep apnea: A systematic review and network meta-analysis.Psychiatry and clinical neurosciences · 2026Pooled it
- The Gastrointestinal Safety of Orforglipron, a GLP-1 Receptor Agonist, in Adults With or Without Type 2 Diabetes: A Network Meta-Analysis of Randomized Controlled Trials.Endocrinology, diabetes & metabolism · 2026Pooled it
- Mental Health in Sexual and Gender Minority Populations: A Systematic Review of Systematic Reviews With Narrative Synthesis and a Network Meta-Analysis of Suicide Attempts.The International journal of social psychiatry · 2026Pooled it
- Erector Spinae Plane Block Versus Transversus Abdominis Plane Block for Postoperative Analgesia in Bariatric Surgery: A Systematic Review and Network meta-analysis.Obesity surgery · 2026Pooled it
- Drug treatments for fibromyalgia: systematic review and network meta-analysis of randomised trials.BMJ medicine · 2026Pooled it
- Pharmacological sedation strategies for therapeutic gastrointestinal endoscopy: a systematic review and network meta-analysis of randomised controlled trials.Frontiers in pharmacology · 2026Pooled it
- Early scar-directed interventions for thyroidectomy scars: a systematic review and network meta-analysis.Frontiers in surgery · 2026Pooled it
- Relative effectiveness of different resistance training modalities on lower-body strength and explosive power: a systematic review and network meta-analysis.Frontiers in physiology · 2026Pooled it
- Avoidance of cardiac toxicity during the application of immune checkpoint inhibitors: a safety systematic review combining network meta-analysis and pharmacovigilance study.Frontiers in immunology · 2026Pooled it
- Psychedelics as an intervention for psychological, existential distress in terminally ill patients: A systematic review and network meta-analysis.Journal of psychopharmacology (Oxford, England) · 2026Pooled it
- Efficacy and safety of urate-lowering therapies in asymptomatic hyperuricaemia: a systematic review and network meta-analysis of key clinical outcomes.Annals of medicine · 2025Pooled it
- Comparative efficacy and safety of oral versus subcutaneous methotrexate in the treatment of psoriasis: a systematic review, pairwise and network meta-analysis with CINeMA and GRADE assessment.Inflammopharmacology · 2025Pooled it
- Optimizing Fluid Resuscitation Strategies: A Network Meta-analysis of Effectiveness and Safety for Hemorrhagic Shock Patients in Emergency Settings.The western journal of emergency medicine · 2025Pooled it
- The efficacy of adjuvant therapies in improving endometrial function of women undergoing assisted reproductive technology: a systematic review and network meta-analysis.BMC pregnancy and childbirth · 2025Pooled it
- Systemic pharmacological treatments for chronic plaque psoriasis: a network meta-analysis.The Cochrane database of systematic reviews · 2025Pooled it
- Impact of other macronutrient composition within high-protein diet on body composition and cardiometabolic health: a systematic review, pairwise, and network meta-analysis of randomized controlled trials.International journal of obesity (2005) · 2025Pooled it
125 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
Network meta-analysis is becoming more popular as a way to analyse multiple treatments simultaneously and, in the right circumstances, rank treatments. A difficulty in practice is the possibility of 'inconsistency' or 'incoherence', where direct evidence and indirect evidence are not in agreement. Here, we develop a random-effects implementation of the recently proposed design-by-treatment interaction model, using these random effects to model inconsistency and estimate the parameters of primary interest. Our proposal is a generalisation of the model proposed by Lumley and allows trials with three or more arms to be included in the analysis. Our methods also facilitate the ranking of treatments under inconsistency. We derive R and I(2) statistics to quantify the impact of the between-study heterogeneity and the inconsistency. We apply our model to two examples.
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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.