ArticlePopulation health management2016
The Impact of Personalized Preventive Care on Health Care Quality, Utilization, and Expenditures.
Article in Population health management, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
27 citing papers in PubMed, 1 synthesis or guideline pooled it, 61 citations in OpenAlex.
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- Environmental sustainability in healthcare: impacts of climate change, challenges and opportunities.Singapore medical journal · 2025Review
- Functional Foods Enriched With Bioactive Compounds: Therapeutic Potential and Technological Innovations.Food science & nutrition · 2025Review
- Health sector transformation in Saudi Arabia-The modern healthcare model: A qualitative study among healthcare leaders.Journal of Taibah University Medical Sciences · 2025Article
- Income-based inequalities in risk factors of NCDs and inequities of preventive care services amongst 202,682 adults: a cross-sectional study of South Asia Biobank.BMC medicine · 2025Article
- Patient Expectations: A Qualitative Study on What Patients Want From Their Healthcare Providers to Support Them in Healthy Aging.American journal of lifestyle medicine · 2025Article
- Promoting Behavioral Change to Improve Health Outcomes.Behavioral sciences (Basel, Switzerland) · 2025Article
- Predicting high-cost, commercially-insured people with diabetes in Texas: Characteristics, medical utilization patterns, and urban-rural comparisons.AIMS public health · 2025Article
- Healthcare deprivation matters: a novel framework to unveil the influencing mechanisms of aging anxiety and healthcare utilization.Frontiers in public health · 2025Article
- Healthcare utilisation patterns and contributory factors among middle-aged adults: a scoping review.Journal of health, population, and nutrition · 2024Article
- N-of-1 health optimization: Digital monitoring of biomarker dynamics to gamify adherence to metabolic switching.PNAS nexus · 2024Article
- Changes in Healthcare Utilization After Lifestyle Intervention for Weight Loss.American journal of preventive medicine · 2024Article
- Predictors of Higher Costs Following Reverse Total Shoulder Arthroplasty.The archives of bone and joint surgery · 2024Article
- Deep Diving Into the Cardiovascular Health Paradox: A Journey Towards Personalized Prevention.Public health reviews · 2024Review
- Influencing factor analysis of family doctor contract service among older adults: evidence from China.Frontiers in public health · 2024Article
- Healthcare and Socioeconomic Outcomes Among Young Adults With Congenital Heart Defects and Functional Cognitive Disabilities, CH STRONG 2016 to 2019.The American journal of cardiology · 2023Article
- Childhood adversities and rate of adulthood all-cause hospitalization in the general population: A retrospective cohort study.PloS one · 2023Article
- eHealth Platforms to Promote Autonomous Life and Active Aging: A Scoping Review.International journal of environmental research and public health · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The objective of this study was to evaluate the impact on health care utilization and expenditure trends over time of a personalized preventive medicine program delivering individualized care focused on lifestyle behavior modification, disease prevention, and compliance with quality-related metrics. MD-Value in Prevention (MDVIP) is a network of affiliated primary care physicians who utilize a model of health care delivery based on an augmented physician-patient relationship and focused on personalized preventive health care. Multivariate modeling was used to control for demographics, socioeconomics, supply of health care services, and health status among 10,186 MDVIP members and randomly selected, matched nonmembers. Health care utilization and expenditure trends were tracked from the pre period prior to member enrollment for a period of up to 3 years post enrollment. MDVIP members experienced reduced utilization of emergency room and urgent care services compared to nonmembers. Program savings ranges indicated that, over time, increasing percentages of members achieved cost savings compared to nonmembers. Older age groups were more likely to realize savings in the early years with preventive activities indicating condition management, and younger age groups were most likely to achieve savings by the third year after enrollment. These results indicate that a primary care model based on an enhanced physician-patient relationship and focused on quality and personalized preventive care within a time frame of 3 years can achieve positive health care expenditure outcomes and improved health management.
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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.