ReviewClinical and translational science2021
Precision Medicine, AI, and the Future of Personalized Health Care.
Review in Clinical and translational science, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07134374 (Investigation of the Relationship Between Nurses' Attitudes Toward Artificial Intelligence and Their Critical Thinking Dispositions), which is not on this map. Cited by 613 papers, 9 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.
Investigation of the Relationship Between Nurses' Attitudes Toward Artificial Intelligence and Their Critical Thinking Dispositions
Who cites it
613 citing papers in PubMed, 9 syntheses or guidelines pooled it.
- Applications of artificial intelligence in peripheral neurosurgery: a systematic review.Neurosurgical review · 2026Pooled it
- Artificial Intelligence Applications in Medical Devices for Personalized Health Care Solutions: Systematic Review.Journal of medical Internet research · 2026Pooled it
- An interdisciplinary framework for artificial intelligence, precision medicine, and ethical governance in periodontal care: a systematic review.BMC oral health · 2026Pooled it
- Systematic review and meta-analysis of AI accuracy in warfarin dose prediction across ethnic groups.European journal of clinical pharmacology · 2026Pooled it
- Monitoring and evaluation instruments of individual health in community settings: a scoping review.Archives of public health = Archives belges de sante publique · 2026Pooled it
- Artificial intelligence in personalized computed tomography dose optimization: a systematic review of techniques and clinical outcomes.Frontiers in medicine · 2026Pooled it
- Digital health tools in the management of allergic rhinitis: a systematic review.European archives of oto-rhino-laryngology : official journal of the European Federation of Oto-Rhino-Laryngological Societies (EUFOS) : affiliated with the German Society for Oto-Rhino-Laryngology - Head and Neck Surgery · 2025Pooled it
- Risk prediction models for targeted testing of HIV, hepatitis B and hepatitis C: a systematic review and meta-analysis.BMC infectious diseases · 2025Pooled it
- Application of artificial intelligence in esophageal surgery: a systematic review.Journal of robotic surgery · 2025Pooled it
- Ontological deskilling: clinical expertise and the changing disease object in precision medicine.Medicine, health care, and philosophy · 2026Article
- Electronic Devices and Digital Therapeutics in Neuromuscular Diseases: Narrative Review on Current Applications in Patients' Management and Pharmacovigilance.Health care science · 2026Review
- A Machine Learning Approach for Predicting Synergism of Mixtures of Compounds in Treating Cancers.International journal of molecular sciences · 2026Article
- Virtual Reality Technology in Otolaryngology Patient Care Management: A Narrative Review of Current Evidence and Future Prospects.Medical science monitor : international medical journal of experimental and clinical research · 2026Review
- Financing and health system capacity for precision medicine in Asia: a six country landscape analysis.Health affairs scholar · 2026Review
- Precision medicine in low-income settings and small island developing states.Nature reviews. Endocrinology · 2026Review
- Nurses' Knowledge of Insensible Water Loss and the Evolution of a Digital Decision-Support Tool for Personalized Fluid Balance Assessment: A Cross-Sectional Study.Journal of personalized medicine · 2026Article
- Plasma metabolomic signatures enable the diagnosis and prognosis of chronic obstructive pulmonary disease.Nature communications · 2026Article
- The AI-Driven Healthcare Value Framework-Rethinking Traditional Care Models in the Age of Automation.Healthcare (Basel, Switzerland) · 2026Article
- What Is Precision Psychotherapy?The Journal of medicine and philosophy · 2026Article
- Epigenetics in lung cancer precision medicine: from bench to bedside-a narrative review.Translational lung cancer research · 2026Review
553 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
8 authors.
Funding
Abstract
The convergence of artificial intelligence (AI) and precision medicine promises to revolutionize health care. Precision medicine methods identify phenotypes of patients with less-common responses to treatment or unique healthcare needs. AI leverages sophisticated computation and inference to generate insights, enables the system to reason and learn, and empowers clinician decision making through augmented intelligence. Recent literature suggests that translational research exploring this convergence will help solve the most difficult challenges facing precision medicine, especially those in which nongenomic and genomic determinants, combined with information from patient symptoms, clinical history, and lifestyles, will facilitate personalized diagnosis and prognostication.
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.