通过谷歌趋势分析量化地区患者骨科护理需求:描述性流行病学研究。

Abram Qiu, Kristopher Meadows, Fei Ye, Osasu Iyawe, Kenneth Kenneth-Nwosa
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引用次数: 0

摘要

背景:在美国,外科医生的供应和骨科服务的需求之间的差距越来越大。目的:我们分析了公开的在线数据,以评估全美骨科医生供应与患者需求之间的相关性。通过使用相对需求指数(RDI)来评估这一差距的地理趋势,以指导精确的公共卫生干预措施,如资源分配、住院医师计划扩展和特定地区的劳动力规划。方法:使用的数据来自美国人口普查局、美国医学院协会(AAMC)的2024年电子住院申请服务(ERAS)目录、AAMC州医生劳动力数据报告和谷歌趋势。我们计算了归一化相对搜索量(RSV)和RDI,并将它们与美国骨科医生的密度进行了比较。我们用Spearman等级相关系数检验了差异。结果:美国各地骨科医生的供应差异很大,南部各州对骨科医生的需求明显较高(P= 0.02)。归一化至最高密度的骨科医生集中在阿拉斯加州(n=100)、哥伦比亚特区(n=96)和怀俄明州(n=72);最低的是德克萨斯州(n=0)、阿肯色州(n=6)和俄克拉荷马州(n=64)。RDI值最高的是犹他州(n=97)、佛罗里达州(n=88)和德克萨斯州(n=83),最低的是阿拉斯加州(n=0)、哥伦比亚特区(n=5)和新罕布什尔州(n=7)。阿拉斯加州、缅因州、南达科他州、怀俄明州、蒙大拿州、特拉华州和爱达荷州等7个州缺乏骨科住院医师。2023年,纽约州(n=19)、密歇根州(n=17)、俄亥俄州(n=17)、宾夕法尼亚州(n=16)和加利福尼亚州(n=16)拥有最多的住院医师项目。以RDI和骨科医生集中度为代表的需求和供给呈强负相关(ρ=-0.791)。结论:本研究表明,通过增加骨科住院医师数量可以解决骨科护理可及性的区域差异。该研究强调了RDI在绘制区域骨科需求地图方面的新应用,该地图允许更好地有针对性地分配资源,以扩大骨科培训。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quantifying Patient Demand for Orthopedics Care by Region Through Google Trends Analysis: Descriptive Epidemiology Study.

Background: There is a growing gap between the supply of surgeons and the demand for orthopedic services in the United States.

Objective: We analyzed publicly available online data to assess the correlation between the supply of orthopedic surgeons and patient demand across the United States. The geographic trends of this gap were assessed by using the relative demand index (RDI) to guide precision public health interventions such as resource allocation, residency program expansion, and workforce planning to specific regions.

Methods: The data used were from the US Census Bureau, Association of American Medical Colleges (AAMC) through their 2024 Electronic Residency Application Service (ERAS) directory, AAMC State Physician Workforce Data Report, and Google Trends. We calculated the normalized relative search volume (RSV) and the RDI and compared them to the densities of orthopedic surgeons across the United States. We examined the disparities with the Spearman rank correlation coefficient.

Results: The supply of orthopedic surgeons varied greatly across the United States, with a significantly higher demand for them in southern states (P=.02). The orthopedic surgeon concentration, normalized to the highest density, was the highest in Alaska (n=100), the District of Columbia (n=96), and Wyoming (n=72); and the lowest in Texas (n=0), Arkansas (n=6), and Oklahoma (n=64). The highest RDI values were observed in Utah (n=97), Florida (n=88), and Texas (n=83), while the lowest were observed in Alaska (n=0), the District of Columbia (n=5), and New Hampshire (n=7). The 7 states of Alaska, Maine, South Dakota, Wyoming, Montana, Delaware, and Idaho lacked orthopedic surgery residencies. In 2023, New York (n=19), Michigan (n=17), Ohio (n=17), Pennsylvania (n=16), and California (n=16) had the most residency programs. Demand and supply, represented by the RDI and orthopedic surgeon concentration, respectively, were strongly correlated negatively (ρ=-0.791, P<.001). States that were in the top quartile of residency programs (≥4 residency programs) exhibited a high demand for orthopedic surgeons (ρ=.6035, P=.02).

Conclusions: This study showed that regional disparities in access to orthopedic care can be addressed by increasing orthopedic residencies. The study highlights the novel application of the RDI to mapping the regional need for orthopedics, and this map allows for better targeted resource allocation to expand orthopedic surgery training.

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