Division of Pediatric Emergency Medicine, Atlanta, Georgia; Department of Pediatrics, Emory University School of Medicine, Atlanta, Georgia; Children's Healthcare of Atlanta, Atlanta, Georgia.
Department of Pediatrics, Emory University School of Medicine, Atlanta, Georgia.
J Adolesc Health. 2022 Mar;70(3):429-434. doi: 10.1016/j.jadohealth.2021.10.002. Epub 2021 Nov 24.
Sexually transmitted infections (STIs) are disproportionally prevalent in adolescents, and adolescents often present to the pediatric emergency department (PED) for STI care. Prior studies have found low rates of sexual history documentation and STI testing in the PED. However, these studies have had limited sample sizes because of the burden of manual chart review. We aimed to estimate the rate of sexual history documentation and identify factors associated with STI testing in a large cohort of adolescents using natural language processing (NLP).
We applied a validated NLP algorithm to all adolescent visits over a three-year period to the PED at a single large children's health care organization with a chief complaint potentially related to an STI. We utilized NLP to determine the prevalence of sexual history documentation in these patients. We applied logistic regression models to determine associations between sexual history documentation, patient demographic factors, and STI testing.
Of the 1,987 patient encounters included, only 56% had a sexual history documented, and only 40% of all patients were tested for STIs. Patients were more likely to have a sexual history documented and to be tested for STIs if they were of non-Hispanic black race/ethnicity, were >15 years of age, and had nonprivate insurance. Patients with a sexual history documented were seven times more likely to have STI testing ordered. Of patients tested (n = 728), 25% were positive for an STI.
Despite presenting to the PED with symptoms potentially related to an STI, many adolescents are not receiving recommended sexual health care. Rates of sexual history documentation and STI testing varied by demographic factors including race, age, and insurance status. Utilizing NLP technology allowed us to examine a larger sample size than previously documented in the adolescent sexual history and PED literature. This study highlights critical opportunities to improve sexual health provision and equity of care provided in the PED.
性传播感染(STI)在青少年中发病率不成比例,青少年经常因 STI 护理到儿科急诊部(PED)就诊。先前的研究发现,PED 中性病史记录和 STI 检测率较低。然而,由于手动图表审查的负担,这些研究的样本量有限。我们旨在使用自然语言处理(NLP)技术在一个大型青少年队列中估计性病史记录率,并确定与 STI 检测相关的因素。
我们将经过验证的 NLP 算法应用于在一家大型儿童保健机构的 PED 中就诊的三年期间的所有青少年就诊,这些就诊的主要诉因为可能与 STI 相关的主诉。我们利用 NLP 来确定这些患者中性病史记录的患病率。我们应用逻辑回归模型来确定性病史记录、患者人口统计学因素和 STI 检测之间的关联。
在纳入的 1987 例患者中,仅有 56%记录了性病史,仅有 40%的患者接受了 STI 检测。如果患者是非西班牙裔黑人种族/民族、年龄>15 岁且没有私人保险,则更有可能记录性病史和接受 STI 检测。记录性病史的患者进行 STI 检测的可能性要高出七倍。在接受检测的患者(n=728)中,有 25%的患者 STI 检测呈阳性。
尽管青少年因可能与 STI 相关的症状到 PED 就诊,但许多人并未接受推荐的性健康护理。性病史记录和 STI 检测的比率因种族、年龄和保险状况等人口统计学因素而异。利用 NLP 技术使我们能够检查比以前在青少年性病史和 PED 文献中记录的更大的样本量。这项研究强调了在 PED 中改善性健康服务提供和护理公平性的重要机会。