ArticleFrontiers in public health2024
Health is beyond genetics: on the integration of lifestyle and environment in real-time for hyper-personalized medicine.
Article in Frontiers in public health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers, 2 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
25 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Deep learning models for pancreatic cancer detection on CT: a meta-analysis.Frontiers in medicine · 2026Pooled it
- Opportunities and challenges of artificial intelligence in public health: a systematic review on technological efficacy, ethical dilemmas, and governance pathways.Frontiers in public health · 2025Pooled it
- Paracetamol Responses Depend on Temperature, Life Stage, and Genetic Background inMedicines (Basel, Switzerland) · 2026Article
- Cross-domain transfer learning strategy enhances interpretability of deep learning model explanations.Scientific reports · 2026Article
- Psychological safety and perceived risk are associated with emergency nurses' intention to use AI-augmented triage systems.Scientific reports · 2026Article
- Lessons Learned on the Use of Wearables in Tracking Health Indicators Among Farmworkers in North Carolina Exposed to Extreme Heat Conditions.Public health challenges · 2026Article
- Article
- Regulating algorithmic tools in reproductive health: ethical and legal challenges.Frontiers in reproductive health · 2026Article
- AI without representation is just inequity at scale: on the exportation of unrepresentative artificial intelligence models to the Global South.Frontiers in artificial intelligence · 2026Article
- Challenging the prescientific frameworks of criminal justice: neurobiology and criminolytic interventions in the legalome era.Frontiers in psychology · 2026Review
- Article
- Equity at the point of care: auditing AI-supported resource allocation in obstetric emergencies.Frontiers in public health · 2026Article
- Leveraging imperfection with MEDLEY: a multi-model approach harnessing bias in medical AI.Frontiers in artificial intelligence · 2026Article
- A dialectical lens for AI and medical humanities: advancing responsible augmented humanism in Digital Public Health.Frontiers in public health · 2026Review
- Integrative Machine Learning of Genetic and Lifestyle Factors for Personalized Skin Health.IEEE journal of translational engineering in health and medicine · 2026Article
- Personalized medicine and health equity: overcoming cost barriers and ethical challenges.International journal for equity in health · 2025Review
- Real-world evidence and the future of personalized medicine: a global perspective on data, ethics, and equity.Frontiers in health services · 2025Review
- The future of multimorbidity management in the older adults: transforming AI-enabled precision medicine.Frontiers in public health · 2025Review
- On demographic transformation: why we need to think beyond silos.Frontiers in aging · 2025Article
- AI with agency: a vision for adaptive, efficient, and ethical healthcare.Frontiers in digital health · 2025Article
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
PubMed holds no abstract for this paper.
Indexed as
Identifiers
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.