SynthesisBMC health services research2021
A realist systematic review of evidence from low- and middle-income countries of interventions to improve immunization data use.
Synthesis in BMC health services research, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis 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
19 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Integration of evidence into Theory of Change frameworks in the healthcare sector: A rapid systematic review.PloS one · 2023Pooled it
- Trial
- Somalia's lifeline: Digitalization and AI.Human vaccines & immunotherapeutics · 2026Article
- Reaching out-of-school girls with HPV vaccination: A qualitative evaluation in six low- and middle-income countries using the RE-AIM framework.medRxiv : the preprint server for health sciences · 2026Article
- Organisational factors associated with implementing action plans informed by routine health information system data in Mozambique: longitudinal analyses, 2016-2020.BMJ global health · 2025Article
- Strengthening Immunization Data: Protocol for the Evaluation of an Electronic Immunization Register.JMIR research protocols · 2025Article
- Article
- Review
- Determinants of translating routine health information system data into action in Mozambique: a qualitative study.BMJ global health · 2024Article
- Advisory groups in realist reviews: Systematically mapping current research and recommendations for practice.Cochrane evidence synthesis and methods · 2024Review
- Root causes of COVID-19 data backlogs: a mixed methods analysis in four African countries.Oxford open digital health · 2024Article
- Interventions and adaptations to strengthen data quality and use for COVID-19 vaccination: a mixed methods evaluation.Oxford open digital health · 2024Article
- Defining a malaria diagnostic pathway from innovation to adoption: Stakeholder perspectives on data and evidence gaps.PLOS global public health · 2024Article
- Measuring what matters: Context-specific indicators for assessing immunisation performance in Pacific Island Countries and Areas.PLOS global public health · 2024Article
- Learning from digital health investments during COVID-19 vaccine program implementation: a research collaboration and theory of change.Oxford open digital health · 2024Article
- Developing and refining the COVID-19 to Routine Immunization Information System Transferability Assessment (CRIISTA) tool: a decision support tool to leverage COVID-19 immunization information system investments for routine immunization.Oxford open digital health · 2024Article
- Review
- How digital transformation can accelerate data use in health systems.Frontiers in public health · 2023Article
- Data quality of reported child immunization coverage in 194 countries between 2000 and 2019.PLOS global public health · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
Abstract
backgroundThe use of routine immunization data by health care professionals in low- and middle-income countries remains an underutilized resource in decision-making. Despite the significant resources invested in developing national health information systems, systematic reviews of the effectiveness of data use interventions are lacking. Applying a realist review methodology, this study synthesized evidence of effective interventions for improving data use in decision-making.
methodsWe searched PubMed, POPLINE, Centre for Agriculture and Biosciences International Global Health, and African Journals Online for published literature. Grey literature was obtained from conference, implementer, and technical agency websites and requested from implementing organizations. Articles were included if they reported on an intervention designed to improve routine data use or reported outcomes related to data use, and targeted health care professionals as the principal data users. We developed a theory of change a priori for how we expect data use interventions to influence data use. Evidence was then synthesized according to data use intervention type and level of the health system targeted by the intervention.
resultsThe searches yielded 549 articles, of which 102 met our inclusion criteria, including 49 from peer-reviewed journals and 53 from grey literature. A total of 66 articles reported on immunization data use interventions and 36 articles reported on data use interventions for other health sectors. We categorized 68 articles as research evidence and 34 articles as promising strategies. We identified ten primary intervention categories, including electronic immunization registries, which were the most reported intervention type (n = 14). Among the research evidence from the immunization sector, 32 articles reported intermediate outcomes related to data quality and availability, data analysis, synthesis, interpretation, and review. Seventeen articles reported data-informed decision-making as an intervention outcome, which could be explained by the lack of consensus around how to define and measure data use.
conclusionsFew immunization data use interventions have been rigorously studied or evaluated. The review highlights gaps in the evidence base, which future research and better measures for assessing data use should attempt to address.
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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.