ArticleHealth affairs (Project Hope)2014
Big data and new knowledge in medicine: the thinking, training, and tools needed for a learning health system.
Article in Health affairs (Project Hope), 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03810638 (Creation of a Digital Heart Failure Registry Using a Novel Mobile Health Platform), which is not on this map. Cited by 172 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.
Creation of a Digital Heart Failure Registry Using a Novel Mobile Health Platform: HUGO-HF
Who cites it
172 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Barriers impeding research data sharing on chronic disease prevention among the older adults in low-and middle-income countries: a systematic review.Frontiers in public health · 2024Pooled it
- Open science practices and feedback-based pedagogy in nanomedicine education: a moderated mediation model of glioma treatment competency.BMC medical education · 2026Trial
- OrderRex clinical user testing: a randomized trial of recommender system decision support on simulated cases.Journal of the American Medical Informatics Association : JAMIA · 2020Trial
- Effect of Telephone-Delivered Collaborative Goal Setting and Behavioral Activation vs Enhanced Usual Care for Depression Among Adults With Uncontrolled Diabetes: A Randomized Clinical Trial.JAMA network open · 2019Trial
- Are Patients With Cancer Less Willing to Share Their Health Information? Privacy, Sensitivity, and Social Purpose.Journal of oncology practice · 2015Trial
- Application Progress of Machine Learning in Prognostic Prediction of Percutaneous Coronary Intervention: A Systematic Review.Journal of clinical medicine research · 2026Review
- Data-Driven Culture in Medicine and Surgery: Policy Pathways to Learning Health Systems.International journal of general medicine · 2026Article
- Artificial Intelligence for Cardiovascular Care in Action: From Learning to Implementation in Health Systems.JACC. Advances · 2025Review
- Ethical sourcing in the context of health data supply chain management: a value sensitive design approach.JAMIA open · 2025Article
- Learning Health System study designs for the evaluation of workforce interventions to cultivate eudaimonia (flourishing).Learning health systems · 2025Article
- Analysis and Mapping of Machine Learning in the Context of Diabetes.Health science reports · 2025Article
- Machine learning based characterization of high risk carriers of HTLV-1-associated myelopathy (HAM).Scientific reports · 2025Article
- A novel outreach approach for identification of familial hypercholesterolemia: Interview-based formative evaluation to improve healthcare access and quality.PEC innovation · 2025Article
- Generating Risk Reduction Analytics in Complex Cardiac Care Environments (GRJournal of the Society for Cardiovascular Angiography & Interventions · 2025Article
- Exploring the landscape of essential health data science skills and research challenges: a survey of stakeholders in Africa, Asia, and Latin America and the Caribbean.Frontiers in public health · 2025Article
- Child welfare worker perspectives on documentation and case recording practices in Canada: A mixed-methods study protocol.PloS one · 2025Article
- The role of patients, caregivers, and communities in Learning Health Systems: a narrative review.Frontiers in health services · 2025Review
- Digital Health Revolution in India: Transforming Health and Medicine.Indian journal of community medicine : official publication of Indian Association of Preventive & Social Medicine · 2024Article
- Article
- Development and Validation of a Deep Learning Model for Prediction of Adult Physiological Deterioration.Critical care explorations · 2024Article
112 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
Abstract
Big data in medicine--massive quantities of health care data accumulating from patients and populations and the advanced analytics that can give those data meaning--hold the prospect of becoming an engine for the knowledge generation that is necessary to address the extensive unmet information needs of patients, clinicians, administrators, researchers, and health policy makers. This article explores the ways in which big data can be harnessed to advance prediction, performance, discovery, and comparative effectiveness research to address the complexity of patients, populations, and organizations. Incorporating big data and next-generation analytics into clinical and population health research and practice will require not only new data sources but also new thinking, training, and tools. Adequately utilized, these reservoirs of data can be a practically inexhaustible source of knowledge to fuel a learning health care system.
Indexed as
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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.