ArticleFrontiers in research metrics and analytics2020
A Glimpse of the First Eight Months of the COVID-19 Literature on Microsoft Academic Graph: Themes, Citation Contexts, and Uncertainties.
Article in Frontiers in research metrics and analytics, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 76 papers, 16 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
76 citing papers in PubMed, 16 syntheses or guidelines pooled it.
- Preoperative carbohydrate loading: evolution, trends, and future directions.Frontiers in nutrition · 2026Pooled it
- Mitochondria transfer research from cellular mechanisms to immune-inflammatory and translational frontiers: a bibliometric analysis from 2006 to 2026.Frontiers in immunology · 2026Pooled it
- Knowledge domain and evolutionary trends of P2Y receptors in cardiovascular diseases: a bibliometric and altmetric analysis.Frontiers in pharmacology · 2025Pooled it
- Phosphate-solubilizing microorganisms for soil health and ecosystem sustainability: a forty-year scientometric analysis (1984-2024).Frontiers in microbiology · 2025Pooled it
- Scientific landscape and visualization analysis of the link between adenomyosis and infertility from 2000 to 2024.Frontiers in medicine · 2025Pooled it
- Evolving paradigms in prostate cancer screening: a decade of bibliometric insights and technological advancements.Frontiers in oncology · 2025Pooled it
- Global research trends of home pharmaceutical care: a bibliometric analysis via CiteSpace.Frontiers in medicine · 2025Pooled it
- Artificial intelligence in ophthalmology: a bibliometric analysis of the 5-year trends in literature.Frontiers in medicine · 2025Pooled it
- Status of research on the application of melatonin in insomnia based on bibliometric visualization analysis and development trends.Frontiers in psychiatry · 2025Pooled it
- Bibliometric analysis of ovarian cancer immune evasion research from 2015 to 2024.Frontiers in oncology · 2025Pooled it
- Global trends in research of nasopharyngeal carcinoma: a bibliometric and visualization analysis.Frontiers in oncology · 2024Pooled it
- Unveiling the landscape of pathomics in personalized immunotherapy for lung cancer: a bibliometric analysis.Frontiers in oncology · 2024Pooled it
- Bibliometric and visual analysis of global publications on kaempferol.Frontiers in nutrition · 2024Pooled it
- Digital Transformation and Open Innovation Planning of Response to COVID-19 Outbreak: A Systematic Literature Review and Future Research Agenda.International journal of environmental research and public health · 2023Pooled it
- Bibliometric assessment of world scholars' international publications related to conceptual metaphor.Frontiers in psychology · 2022Pooled it
- A bibliometric analysis of linguistic research on COVID-19.Frontiers in psychology · 2022Pooled it
- Bibliometric analysis of limb replantation and transplantation: global research trends and hotspots (2001-2025).Annals of medicine and surgery (2012) · 2026Article
- Recent Advances inBiology · 2026Review
- Mapping the Global Trajectory and Key Trends of Temporal Interference Stimulation.Bioengineering (Basel, Switzerland) · 2026Article
- Highly cited original research in microneedle science from 2015 to 2025 a bibliometric and altmetric analysis.Discover nano · 2026Review
16 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
1 author.
Funding
No grant is acknowledged in the PubMed record.
Abstract
As scientists worldwide search for answers to the overwhelmingly unknown behind the deadly pandemic, the literature concerning COVID-19 has been growing exponentially. Keeping abreast of the body of literature at such a rapidly advancing pace poses significant challenges not only to active researchers but also to society as a whole. Although numerous data resources have been made openly available, the analytic and synthetic process that is essential in effectively navigating through the vast amount of information with heightened levels of uncertainty remains a significant bottleneck. We introduce a generic method that facilitates the data collection and sense-making process when dealing with a rapidly growing landscape of a research domain such as COVID-19 at multiple levels of granularity. The method integrates the analysis of structural and temporal patterns in scholarly publications with the delineation of thematic concentrations and the types of uncertainties that may offer additional insights into the complexity of the unknown. We demonstrate the application of the method in a study of the COVID-19 literature.
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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.