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距离很重要:调查大型农村医疗服务提供商网络中的爽约情况。

Distance Matters: Investigating No-Shows in a Large Rural Provider Network.

机构信息

Cancer Care and Research Center, Marshfield Clinic Research Institute, Marshfield Clinic Health System, Marshfield, Wisconsin, USA.

Department of Oncology/Hematology, Marshfield Clinic Health System, Weston, Wisconsin, USA.

出版信息

Clin Med Res. 2023 Dec;21(4):177-191. doi: 10.3121/cmr.2023.1853.

Abstract

No-shows have a negative effect on healthcare outcomes. It is unclear, however, whether patients' distance from the clinic is associated with higher no-show rates. To fill this knowledge gap, we examined the relationship between patients' distance from the clinic and no-shows in a rural provider network. Data from Marshfield Clinic Health System's scheduling system, including 263,464 recent patient appointments in 2021 were analyzed. The outcome was no-shows, defined as when patients missed an appointment (categorized as yes/no). The exposure was the distance to the clinic, measured in miles as a straight-line distance from the clinic in the patient's zip code to the facility where the appointment was held (classified as <5 miles, 5-10, 10-20; >20, and used as continuous). Covariates were patient demographics, appointments, providers, and insurance status. Chi-square and logistic regression were used with p-values ≤.05 considered statistically significant. The no-show rate was 8.0%. Patients who lived <5 miles (8.3%) and >20 miles (8.2%) from the clinic had higher no-show rates than those who lived between 10-20 miles (8.0%) and 5-10 miles (7.6%), at =0.001. In the adjusted model, the odds of no-show were similar between patients who did not show and those who did (OR:1.00,95%CI:1.00-1.00). No-shows were more likely among male patients compared to females (OR:1.14,95%CI:1.11-1.18), Spanish compared to English speakers (OR:1.34,95%CI:1.20-1.50), prior no-show compared to no prior no-show (OR:4.42,95%CI:4.27-4.48), >4 weeks lead time compared to <1 day (OR:5.45,95%CI:4.98-5.97), and Medicaid compared to non-Medicaid patients (OR:1.56,95%CI:1.49-1.63). Our analysis showed patients who lived <5 miles and >20 miles from the clinic had higher no-show rates. The odds of a no-show were comparable between patients who showed up and those who did not. Male patients, Spanish-speaking patients, patients with a history of no-shows, and Medicaid beneficiaries were more likely to miss their appointments. Understanding the impact of these variables on no-show rates can assist healthcare providers in developing strategies to improve patient access and reduce no-show rates. These findings imply that rural patients may face a variety of barriers when seeking healthcare, necessitating a comprehensive approach to addressing this issue.

摘要

失约对医疗结果有负面影响。然而,尚不清楚患者与诊所的距离是否与更高的失约率有关。为了填补这一知识空白,我们在农村医疗服务网络中研究了患者与诊所的距离与失约之间的关系。这项分析使用了 Marshfield Clinic Health System 的预约系统中的数据,包括 2021 年最近的 263,464 名患者预约情况。结果是失约,定义为患者错过预约(分为是/否)。暴露因素是距离诊所的距离,以英里为单位,从患者邮政编码中的诊所到预约地点的直线距离(分为<5 英里、5-10 英里、10-20 英里;>20 英里,并作为连续变量使用)。协变量是患者人口统计学、预约、提供者和保险状况。卡方检验和逻辑回归用于分析,p 值≤0.05 被认为具有统计学意义。失约率为 8.0%。与居住在 10-20 英里(8.0%)和 5-10 英里(7.6%)之间的患者相比,居住在距离诊所<5 英里(8.3%)和>20 英里(8.2%)的患者失约率更高,p 值=0.001。在调整后的模型中,失约患者和未失约患者的失约几率相似(OR:1.00,95%CI:1.00-1.00)。与女性相比,男性患者(OR:1.14,95%CI:1.11-1.18)、西班牙语患者(OR:1.34,95%CI:1.20-1.50)、有失约史的患者(OR:4.42,95%CI:4.27-4.48)、预约前 4 周以上(OR:5.45,95%CI:4.98-5.97)和医疗补助患者(OR:1.56,95%CI:1.49-1.63)失约的可能性更高。我们的分析表明,居住在距离诊所<5 英里和>20 英里的患者失约率更高。失约患者和未失约患者的失约几率相似。男性患者、讲西班牙语的患者、有失约史的患者和医疗补助患者更有可能错过预约。了解这些变量对失约率的影响可以帮助医疗服务提供者制定策略,以改善患者的就诊机会并降低失约率。这些发现表明,农村患者在寻求医疗服务时可能面临各种障碍,需要采取综合方法来解决这一问题。

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本文引用的文献

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Prediction of appointment no-shows using electronic health records.利用电子健康记录预测预约未到诊情况。
J Appl Stat. 2019 Sep 30;47(7):1220-1234. doi: 10.1080/02664763.2019.1672631. eCollection 2020.
2
Modelling the no-show of patients to exam appointments of computed tomography.建立计算机断层扫描检查预约失约患者模型。
Int J Health Plann Manage. 2022 Sep;37(5):2889-2904. doi: 10.1002/hpm.3527. Epub 2022 Jun 1.
3
Examining no-show rates in a community health centre in the United States.美国一家社区健康中心的失约率调查。
Health Soc Care Community. 2022 Sep;30(5):e2041-e2049. doi: 10.1111/hsc.13638. Epub 2021 Nov 12.
8
Evaluating the Impact of Patient No-Shows on Service Quality.评估患者未到诊对服务质量的影响。
Risk Manag Healthc Policy. 2020 Jun 4;13:509-517. doi: 10.2147/RMHP.S232114. eCollection 2020.

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