ArticleNational science review2021
Efficient network immunization under limited knowledge.
Article in National science review, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
What it found
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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.
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Who cites it
11 citing papers in PubMed.
- Optimal structure of signal networks for efficient information aggregation.Scientific reports · 2025Article
- Study on the robust control of higher-order networks.Scientific reports · 2025Article
- Structural robustness of networks with degree-degree correlations between second-nearest neighbors.PloS one · 2025Article
- Cascades Towards Noise-Induced Transitions on Networks Revealed Using Information Flows.Entropy (Basel, Switzerland) · 2024Article
- Maintaining Cyber Resilience in the Reconfigurable Networks with Immunization and Improved Network Game Methods.Sensors (Basel, Switzerland) · 2024Article
- Article
- Beyond network centrality: individual-level behavioral traits for predicting information superspreaders in social media.National science review · 2024Article
- The effect of COVID-19 on cancer incidences in the U.S.Heliyon · 2024Article
- Avalanche-size distribution of Cayley tree.Scientific reports · 2023Article
- A sampling-guided unsupervised learning method to capture percolation in complex networks.Scientific reports · 2022Article
- Optimal resilience of modular interacting networks.Proceedings of the National Academy of Sciences of the United States of America · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Targeted immunization of centralized nodes in large-scale networks has attracted significant attention. However, in real-world scenarios, knowledge and observations of the network may be limited, thereby precluding a full assessment of the optimal nodes to immunize (or quarantine) in order to avoid epidemic spreading such as that of the current coronavirus disease (COVID-19) epidemic. Here, we study a novel immunization strategy where only
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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.