ReviewJournal of market access & health policy2024
Economic Evidence on Cost Sharing and Alternative Insurance Designs to Address Moral and Behavioral Hazards in High-Income Health Care Systems: A Systematic Review.
Review in Journal of market access & health policy, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 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
3 citing papers in PubMed.
- Patient Perspectives on Health Insurance Design: A Mixed-Methods Analysis.Journal of market access & health policy · 2025Article
- Defining and Measuring the Goldilocks Zone in Healthcare: A Review of Metrics and Models.Health services insights · 2025Review
- Ranking factors for coordinated supply chain management of ACTs in Uganda's general hospitals using the analytical hierarchy process.The journal of medicine accessArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
In health insurance, "moral hazard" describes the concept that coverage without an out-of-pocket cost to consumers could result in health care utilization beyond economically efficient levels. In response, payers in the United States (US) have designed pharmaceutical benefit plans with significant cost exposure (e.g., co-pays, co-insurance, or deductibles). While substantial evidence links patient cost exposure to reduced drug spending, it remains unclear to what degree this translates into greater efficiency or an indiscriminate drop in overall consumption also reducing needed utilization. We conducted a systematic literature review to understand whether commonly implemented utilization management (UM) strategies and insurance designs with a behavioral or value-based (BID/VBID) component have been explored as tools to mitigate moral hazard and to assess how cost-sharing policies and innovative insurance designs impact consumer spending. Eligible studies compared conventional cost-exposure policies to BID/VBID, including tiered cost-sharing and other UM strategies. We found that broad implementation of patient cost exposure is not well supported by empirical evidence assessing efficiency-defined as the use of clinically appropriate services with value at or above the marginal cost of health care utilization in the contemporary US setting. As a result, payers and policy makers alike ought to explore insurance alternatives that more closely align health care consumption incentives to value of care.
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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.