ArticleScientific data2020
Building a PubMed knowledge graph.
Abstract readDataset
In one paragraph
Article in Scientific data, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 51 papers.
0numbers the graph read from it
0cells of the map it votes in
51citing papers in PubMed
–field-weighted citation impact
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
51 citing papers in PubMed.
- Relation extraction for diet, non-communicable disease and biomarker associations (RECoDe): a CoDiet study.Bioinformatics (Oxford, England) · 2026Article
- Comparing the outputs of intramural and extramural grants funded by National Institutes of Health.eLife · 2026Article
- LogosKG: Hardware-Optimized Scalable and Interpretable Knowledge Graph Retrieval.Proceedings of the conference. Association for Computational Linguistics. Meeting · 2026Article
- CellAwareGNN: Single-Cell Enhanced Knowledge Graph Foundation Model for Drug Indication Prediction.bioRxiv : the preprint server for biology · 2026Article
- Scaling Biomedical Knowledge Graph Retrieval for Interpretable Reasoning: Applications to Clinical Diagnosis Prediction.medRxiv : the preprint server for health sciences · 2026Article
- The Data Distillery: A Graph Framework for Semantic Integration and Querying of Biomedical Data.bioRxiv : the preprint server for biology · 2025Article
- A review on knowledge graphs for healthcare: Resources, applications, and promises.Journal of biomedical informatics · 2025Review
- medicX-KG: a knowledge graph for pharmacists' drug information needs.Journal of biomedical semantics · 2025Article
- PubMed knowledge graph 2.0: Connecting papers, patents, and clinical trials in biomedical science.Scientific data · 2025Article
- CS-KG 2.0: A Large-scale Knowledge Graph of Computer Science.Scientific data · 2025Article
- A knowledge graph for crop diseases and pests in China.Scientific data · 2025Article
- Limited diffusion of scientific knowledge forecasts collapse.Nature human behaviour · 2025Article
- Lack of diffusion of popular scientific ideas marks the presence of epistemic 'bubbles'.Nature human behaviour · 2025Article
- Historiography of Scientific Publishing across Cultures and Disciplines.The Indian journal of radiology & imaging · 2025Article
- BioKGrapher: Initial evaluation of automated knowledge graph construction from biomedical literature.Computational and structural biotechnology journal · 2024Article
- Knowledge Graph and Large Language Model Co-learning via Structure-oriented Retrieval Augmented Generation.Bulletin of the Technical Committee on Data Engineering · 2024Article
- PubMed Computed Authors in 2024: an open resource of disambiguated author names in biomedical literature.Bioinformatics (Oxford, England) · 2024Article
- The landscape of biomedical research.Patterns (New York, N.Y.) · 2024Article
- Cross-Domain Text Mining of Pathophysiological Processes Associated with Diabetic Kidney Disease.International journal of molecular sciences · 2024Article
- Data-driven information extraction and enrichment of molecular profiling data for cancer cell lines.Bioinformatics advances · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
15 authors.
Jian XuSchool of Information Management, Sun Yat-sen University, Guangzhou, China.ORCID http://orcid.org/0000-0003-4886-4708
Sunkyu KimDepartment of Computer Science and Engineering, Korea University, Seoul, South Korea.
Min SongDepartment of Library and Information Science, Yonsei University, Seoul, South Korea.
Minbyul JeongDepartment of Computer Science and Engineering, Korea University, Seoul, South Korea.
Donghyeon KimDepartment of Computer Science and Engineering, Korea University, Seoul, South Korea.
Jaewoo KangDepartment of Computer Science and Engineering, Korea University, Seoul, South Korea.ORCID http://orcid.org/0000-0001-6798-9106
Justin F RousseauDell Medical School, University of Texas at Austin, Austin, TX, USA.ORCID http://orcid.org/0000-0002-2817-9124
Xin LiSchool of Information, University of Texas at Austin, Austin, TX, USA.ORCID http://orcid.org/0000-0002-8169-6059
Weijia XuTexas Advanced Computing Center, Austin, TX, USA.
Vetle I TorvikSchool of Information Sciences, University of Illinois at Urbana-Champaign, Champaign, IL, USA.
Yi BuDepartment of Information Management, Peking University, Beijing, China.
Chongyan ChenSchool of Information, University of Texas at Austin, Austin, TX, USA.
Islam Akef EbeidSchool of Information, University of Texas at Austin, Austin, TX, USA.
Daifeng LiSchool of Information Management, Sun Yat-sen University, Guangzhou, China. lidaifeng@mail.sysu.edu.cn.
Ying DingDell Medical School, University of Texas at Austin, Austin, TX, USA. ying.ding@austin.utexas.edu.ORCID http://orcid.org/0000-0003-2567-2009
Funding
LIFE CYCLE EVENTS, PRODUCTIVITY, AND SCIENTIFIC IMPACTP01AG039347 · NIA · NATIONAL BUREAU OF ECONOMIC RESEARCH · PI BHATTACHARYA, JAY · 2013 to 2018
$5.4MFoundation for the National Institutes of Health (Foundation for the National Institutes of Health, Inc.) P01AG039347National Research Foundation of Korea (NRF) NRF-2017R1A2A1A17069645National Research Foundation of Korea (NRF) NRF-2019R1A2C2002577Natural Science Foundation of Guangdong Province (Guangdong Natural Science Foundation) 2018A030313981NIA NIH HHS P01 AG039347
Abstract
PubMed
Indexed as
AuthorshipKnowledge BasesPubMedDeep Learning
Identifiers
What OpenQuestion holds
Textmetadata
LicenceCC BY
Read underepoch 390
Registered trials
None linked
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.