SynthesisSystematic reviews2015
Better duplicate detection for systematic reviewers: evaluation of Systematic Review Assistant-Deduplication Module.
Synthesis in Systematic reviews, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 79 papers, 19 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
79 citing papers in PubMed, 19 syntheses or guidelines pooled it.
- Association Between Physical Activity, Heart Rate Variability and Major Depressive Disorders: An Umbrella Review.Sports medicine (Auckland, N.Z.) · 2026Pooled it
- The Relationship Between Running Biomechanics and Running Economy: A Systematic Review and Meta-Analysis of Observational Studies.Sports medicine (Auckland, N.Z.) · 2024Pooled it
- A Systematic Review on Intervention Treatment in Pathological Gambling.International journal of environmental research and public health · 2024Pooled it
- Predictive models in extracorporeal membrane oxygenation (ECMO): a systematic review.Systematic reviews · 2023Pooled it
- A systematic mixed studies review of fear of cancer recurrence in families and caregivers of adults diagnosed with cancer.Journal of cancer survivorship : research and practice · 2022Pooled it
- A comparison of functional outcomes following inpatient versus outpatient hip or knee arthroplasty.Journal of orthopaedic surgery and research · 2022Pooled it
- Healthy and Sustainable Dietary Patterns in Children and Adolescents: A Systematic Review.Advances in nutrition (Bethesda, Md.) · 2022Pooled it
- Exploring the Gantt chart as a tool to highlight double report in case series published during the first wave of the COVID-19 pandemic.Systematic reviews · 2022Pooled it
- Causal effects of cannabis legalization on parents, parenting, and children: A systematic review.Preventive medicine · 2022Pooled it
- Efficacy and safety of biophenol-rich nutraceuticals in adults with inflammatory gastrointestinal diseases or irritable bowel syndrome: A systematic literature review and meta-analysis.Nutrition & dietetics : the journal of the Dietitians Association of Australia · 2022Pooled it
- Community-based participatory interventions to improve food security: A systematic review.Frontiers in nutrition · 2022Pooled it
- Cannabinoids for the treatment of dementia.The Cochrane database of systematic reviews · 2021Pooled it
- Impacts of Social and Emotional Learning Interventions for Teachers on Teachers' Outcomes: A Systematic Review With Meta-Analysis.Frontiers in psychology · 2021Pooled it
- A systematic review and meta-analysis of the associations between interparental and sibling relationships: Positive or negative?PloS one · 2021Pooled it
- Diet quality indices and their associations with health-related outcomes in children and adolescents: an updated systematic review.Nutrition journal · 2020Pooled it
- Women's experiences of a diagnosis of gestational diabetes mellitus: a systematic review.BMC pregnancy and childbirth · 2020Pooled it
- The effects of public health policies on health inequalities in high-income countries: an umbrella review.BMC public health · 2018Pooled it
- Criteria for evaluating transferability of health interventions: a systematic review and thematic synthesis.Implementation science : IS · 2018Pooled it
- A proposed framework for the systematic review and integrated assessment (SYRINA) of endocrine disrupting chemicals.Environmental health : a global access science source · 2016Pooled it
- Reproducibility and validity failures in systematic review deduplication tools: evaluation on a paediatric neuroradiology corpus.Pediatric radiology · 2026Article
19 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
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundA major problem arising from searching across bibliographic databases is the retrieval of duplicate citations. Removing such duplicates is an essential task to ensure systematic reviewers do not waste time screening the same citation multiple times. Although reference management software use algorithms to remove duplicate records, this is only partially successful and necessitates removing the remaining duplicates manually. This time-consuming task leads to wasted resources. We sought to evaluate the effectiveness of a newly developed deduplication program against EndNote.
methodsA literature search of 1,988 citations was manually inspected and duplicate citations identified and coded to create a benchmark dataset. The Systematic Review Assistant-Deduplication Module (SRA-DM) was iteratively developed and tested using the benchmark dataset and compared with EndNote's default one step auto-deduplication process matching on ('author', 'year', 'title'). The accuracy of deduplication was reported by calculating the sensitivity and specificity. Further validation tests, with three additional benchmarked literature searches comprising a total of 4,563 citations were performed to determine the reliability of the SRA-DM algorithm.
resultsThe sensitivity (84%) and specificity (100%) of the SRA-DM was superior to EndNote (sensitivity 51%, specificity 99.83%). Validation testing on three additional biomedical literature searches demonstrated that SRA-DM consistently achieved higher sensitivity than EndNote (90% vs 63%), (84% vs 73%) and (84% vs 64%). Furthermore, the specificity of SRA-DM was 100%, whereas the specificity of EndNote was imperfect (average 99.75%) with some unique records wrongly assigned as duplicates. Overall, there was a 42.86% increase in the number of duplicates records detected with SRA-DM compared with EndNote auto-deduplication.
conclusionsThe Systematic Review Assistant-Deduplication Module offers users a reliable program to remove duplicate records with greater sensitivity and specificity than EndNote. This application will save researchers and information specialists time and avoid research waste. The deduplication program is freely available online.
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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.