ReviewFrontiers in health services2025
Studying supplier-induced demand in healthcare: an econophysics approach.
Review in Frontiers in health services, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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
1 citing paper in PubMed.
- Financial Relief and Health Effects of Urban-Rural Health Insurance Integration on Older Rural Adults: A Causal Analysis of Age-Based Heterogeneity.Healthcare (Basel, Switzerland) · 2026Article
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
No grant is acknowledged in the PubMed record.
Abstract
Supplier-induced demand occurs when the supplier or physician, acting on behalf of the consumer or patient, generates a level of demand that surpasses what the consumer would have chosen if fully informed. Supplier-induced demand indicates the level of demand that exists beyond what would be seen in a market where consumers have complete information. In other words, the agency relationship between a patient and a physician stems from the patient's limited understanding of health, diagnosis, and treatment, which creates information asymmetry, requiring dependence on the physician's guidance. A perfect agent would suggest therapies that match the patient's needs and preferences, taking into account aspects like health issues and financial situations. Although health economics plays a critical role in understanding supplier-induced demand, this research seeks to illustrate the econophysics viewpoint of this occurrence. It specifically aims to clarify the mechanism by which supplier-induced demand develops, employing the principles of Newtonian physics. In this context, we propose interpreting supplier-induced demand through an econophysical perspective by integrating ideas from physics and economics to develop a novel conceptual framework. The mathematical structure of econophysics allows us to reproduce results through a single equation, indicating that specific patterns require monitoring.
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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.