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基于计算机视觉的皮肤点刺试验的成本-后果分析:对瑞士成本控制的影响。

Cost-consequence analysis of computer vision-based skin prick tests: implications for cost containment in Switzerland.

机构信息

University of Bern, KPM Center for Public Management, Freiburgstr. 3, Bern, 3010, Switzerland.

Swiss Institute of Translational and Entrepreneurial Medicine, sitem-insel, Freiburgstr. 3, Bern, 3010, Switzerland.

出版信息

BMC Health Serv Res. 2024 Aug 26;24(1):988. doi: 10.1186/s12913-024-11433-x.

Abstract

BACKGROUND

Skin prick tests (SPTs), or intraepidermal tests, are often the first diagnostic approach for people with a suspected allergy. Together with the clinical history, SPTs allow doctors to draw conclusions on allergies based on the sensitization pattern. The purpose of this study is to investigate the potential cost consequences that would accrue to a Swiss University hospital after the adoption of computer vision-based SPTs.

METHODS

We conducted a cost-consequence analysis from a hospital's perspective to evaluate the potential cost consequences of using a computer vision-based system to read SPT results. The patient population consisted of individuals who were referred to the allergology department of one of the five university hospitals in Switzerland, Inselspital, whose allergology department averages 100 SPTs a week. We developed an early cost-consequence model comparing two SPT techniques; computer vision-based SPTs conducted with the aid of Nexkin DSPT and standard fully manual SPTs. Probabilistic sensitivity analysis and additional univariate sensitivity analyses were used to account for uncertainty.

RESULTS

The difference in average cost between the two alternatives from a hospital's perspective was estimated to be CHF 7 per SPT, in favour of the computer vison-based SPTs. Monte Carlo probabilistic simulation also indicated that SPTs conducted using the computer vision-based system were cost saving compared to standard fully manual SPTs. Sensitivity analyses additionally demonstrated the robustness of the base case result subject to plausible changes in all the input parameters, with parameters representing the costs associated with both SPT techniques having the largest influence on the incremental cost. However, higher sensitization prevalence rates seemed to favour the more accurate standard fully manual SPTs.

CONCLUSION

Against the backdrop of rising healthcare costs especially in Switzerland, using computer-aided or (semi) automated diagnostic systems could play an important role in healthcare cost containment efforts. However, results should be taken with caution because of the uncertainty associated with the early nature of our analysis and the specific Swiss context adopted in this study.

摘要

背景

皮肤点刺试验(SPT)或表皮内试验通常是疑似过敏人群的首选诊断方法。与临床病史相结合,SPT 可以让医生根据致敏模式得出过敏结论。本研究旨在调查瑞士某大学附属医院采用基于计算机视觉的 SPT 后可能产生的潜在成本后果。

方法

我们从医院的角度进行了成本效益分析,以评估使用基于计算机视觉的系统读取 SPT 结果的潜在成本后果。患者人群包括被瑞士因斯布鲁克大学附属医院(Inselspital)过敏科转诊的个体,该科平均每周进行 100 次 SPT。我们开发了一种早期成本效益模型,比较了两种 SPT 技术;基于计算机视觉的 SPT,采用 Nexkin DSPT 辅助,以及标准的全手动 SPT。概率敏感性分析和额外的单变量敏感性分析用于考虑不确定性。

结果

从医院的角度来看,两种替代方案的平均成本差异估计为每 SPT 7 瑞士法郎,支持基于计算机视觉的 SPT。蒙特卡罗概率模拟还表明,与标准的全手动 SPT 相比,使用基于计算机视觉的系统进行 SPT 可节省成本。敏感性分析进一步表明,在所有输入参数发生合理变化的情况下,基础案例结果具有稳健性,代表两种 SPT 技术相关成本的参数对增量成本的影响最大。然而,更高的致敏流行率似乎有利于更准确的标准全手动 SPT。

结论

在医疗保健成本不断上升的背景下,尤其是在瑞士,使用计算机辅助或(半)自动化诊断系统可能在医疗保健成本控制方面发挥重要作用。然而,由于我们分析的早期性质以及本研究中采用的特定瑞士背景相关的不确定性,结果应谨慎对待。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/25c7/11348610/182cd9114e4c/12913_2024_11433_Fig1_HTML.jpg

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