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Objective: In the current cost management model of public hospitals, decision-making heavily relies on the subjective judgment of managers, resulting in a 12.9% cost overrun compared to the budget in 2020 at a tertiary hospital in Eastern China. To address the systemic issues in the hospital's cost control practices, this study introduced a decision-making framework based on the Game-Theoretic combination weighting method into the hospital's cost management system. By harmonizing expert subjective judgments with objective data dispersion, the framework aims to mitigate subjective biases in hospital cost control, address deficiencies in the top-level design of existing public hospital cost control strategies, and provide a more scientific and systematic cost management approach for public hospitals.
Method: Utilizing a literature review and the Delphi method, we established a Cost Control Evaluation Index System specifically tailored for the case hospitals. By employing the Analytic Hierarchy Process (AHP) and the Entropy Weight Method (EWM), we discerned subjective and objective weights for each index. These weights were then amalgamated using a game theory-based combined weighting method. Based on the calculations of weighting in game theory, a cost control optimization scheme for public hospitals was designed and implemented in the case hospital for a duration of three years. Ultimately, the improvement effects before and after the implementation of the optimization scheme were assessed using the fuzzy comprehensive evaluation method.
Results: Research indicates previous studies underestimated the importance of indicators such as Logistics Supplies, Utilities (Water, Electricity, Heating), and Disposal Phase, while overemphasizing Salaries, Bonuses, and Maintenance Phase. This study recalibrated indicator weights and optimized strategies accordingly. Three years after implementing this plan, the case hospital demonstrated significant improvements in personnel expenses, material costs, drug costs, administrative expenses, and capital expenditures, with its overall satisfaction score increasing from 79.5656 to 90.2492. Notably, the most substantial improvements occurred in areas where weights were significantly increased, yielding higher returns.
Conclusion: During the implementation at the case hospital, the game theory-based combined weighting method proved effective in optimizing cost control strategies for public hospitals. It facilitated more targeted interventions in weak areas of cost management and helped reduce decision-making biases. Additionally, this method enhanced the rigor and efficiency of cost control while providing a systematic framework to support decision-making in the medical field.
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http://dx.doi.org/10.1186/s12962-025-00616-w | DOI Listing |
Light Sci Appl
September 2025
State Key Laboratory of Flexible Electronics, Institute of Advanced Materials (IAM), Nanjing University of Posts & Telecommunications (NUPT), Nanjing, 210023, China.
As the demand for edge platforms in artificial intelligence increases, including mobile devices and security applications, the surge in data influx into edge devices often triggers interference and suboptimal decision-making. There is a pressing need for solutions emphasizing low power consumption and cost-effectiveness. In-sensor computing systems employing memristors face challenges in optimizing energy efficiency and streamlining manufacturing due to the necessity for multiple physical processing components.
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October 2025
University of Missouri, Department of Physical Therapy, Columbia, MO, USA. Electronic address:
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Centre for Biomechanics and Rehabilitation Technologies, Staffordshire University, Stoke-On-Trent, UK; Reading Central PCN, Reading, UK.
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September 2025
Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, UK; Tropical Infectious Diseases Unit, Liverpool University Hospitals Foundation Trust, Liverpool, UK.
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Environ Res
September 2025
State Key Laboratory for Ecological Security of Regions and Cities, Institute of Urban Environment, Chinese Academy of Sciences, Xiamen 361021, China. Electronic address:
Recent interest in amendments derived from industrial by-products has highlighted their potential for both resource recycling and heavy metal remediation. Phosphate tailings (PT), primarily dolomite-based solid waste with low utilization rates, offer a promising yet underexplored solution. This study pioneers the thermal modification of PT into a novel amendment, thermally modified phosphate tailings (TPT), to assess its adsorption performance, underlying mechanisms, and effectiveness in immobilizing heavy metals in soils.
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