ReviewFrontiers in public health2021
Convergence of Precision Medicine and Public Health Into Precision Public Health: Toward a Big Data Perspective.
Review in Frontiers in public health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers.
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
32 citing papers in PubMed.
- What psychosocial factors shape HIV testing willingness among Chinese college students? A cross-sectional survey integrating PLS-SEM and fsQCA.BMJ public health · 2026Article
- The role and future of the population health observatory: advancing public health intelligence in Saudi Arabia.Frontiers in public health · 2026Review
- Real-world data and evidence: pioneering frontiers in precision oncology.Journal of Zhejiang University. Science. B · 2025Review
- Association between CYP2C19 gene polymorphisms and Helicobacter pylori infection in Hainan region.BMC infectious diseases · 2025Article
- Integrating Artificial Intelligence Solutions from Precision Medicine and Genomics to Precision Public Health and Public Health Genomics Knowledge Base.Indian journal of community medicine : official publication of Indian Association of Preventive & Social Medicine · 2025Article
- Inequities in Forgone Medical Care and Health Insurance in a Key Geopolitical Area Along the US-Mexico Border.Healthcare (Basel, Switzerland) · 2025Article
- Precision public health after Covid-19: a scoping review.International journal for equity in health · 2025Article
- Big data for neuroscience in the context of predictive, preventive, and personalized medicine.The EPMA journal · 2025Review
- Global research trends on the human exposome: a bibliometric analysis (2005-2024).Environmental science and pollution research international · 2025Review
- Leveraging Administrative Health Databases to Address Health Challenges in Farming Populations: Scoping Review and Bibliometric Analysis (1975-2024).JMIR public health and surveillance · 2025Article
- Precision public health alliances as a model and method for community engagement.Frontiers in public health · 2025Article
- Article
- The role of public health in rare diseases: hemophilia as an example.Frontiers in public health · 2025Review
- Leveraging mHealth Technologies for Public Health.JMIR public health and surveillance · 2024Review
- Review
- The Solutions in Health Analytics for Rural Equity Across the Northwest (SHARE-NW) Dashboard for Health Equity in Rural Public Health: Usability Evaluation.JMIR human factors · 2024Article
- Unconventional data, unprecedented insights: leveraging non-traditional data during a pandemic.Frontiers in public health · 2024Article
- One Digital Health Intervention for Monitoring Human and Animal Welfare in Smart Cities: Viewpoint and Use Case.JMIR medical informatics · 2023Article
- A precision environmental health approach to prevention of human disease.Nature communications · 2023Review
- A guiding framework for creating a comprehensive strategy for mHealth data sharing, privacy, and governance in low- and middle-income countries (LMICs).Journal of the American Medical Informatics Association : JAMIA · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The field of precision medicine explores disease treatments by looking at genetic, socio-environmental, and clinical factors, thus trying to provide a holistic view of a person's health. Public health, on the other hand, is focused on improving the health of populations through preventive strategies and timely interventions. With recent advances in technology, we are able to collect, analyze and store for the first-time large volumes of real-time, diverse and continuous health data. Typically, the field of precision medicine deals with a huge amount of data from few individuals; public health, on the other hand, deals with limited data from a population. With the coming of Big Data, the fields of precision medicine and public health are converging into precision public health, the study of biological and genetic factors supported by large amounts of population data. In this paper, we explore through a comprehensive review the data types and use cases found in precision medicine and public health. We also discuss how these data types and use cases can converge toward precision public health, as well as challenges and opportunities provided by research and analyses of health data.
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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.