Division of Emergency Medicine, Boston Children's Hospital, Boston, MA, USA.
Department of Pediatrics, Baylor College of Medicine, Houston, TX, USA.
Diagnosis (Berl). 2023 Jun 22;10(4):383-389. doi: 10.1515/dx-2023-0019. eCollection 2023 Nov 1.
To derive a method of automated identification of delayed diagnosis of two serious pediatric conditions seen in the emergency department (ED): new-onset diabetic ketoacidosis (DKA) and sepsis.
Patients under 21 years old from five pediatric EDs were included if they had two encounters within 7 days, the second resulting in a diagnosis of DKA or sepsis. The main outcome was delayed diagnosis based on detailed health record review using a validated rubric. Using logistic regression, we derived a decision rule evaluating the likelihood of delayed diagnosis using only characteristics available in administrative data. Test characteristics at a maximal accuracy threshold were determined.
Delayed diagnosis was present in 41/46 (89 %) of DKA patients seen twice within 7 days. Because of the high rate of delayed diagnosis, no characteristic we tested added predictive power beyond the presence of a revisit. For sepsis, 109/646 (17 %) of patients were deemed to have a delay in diagnosis. Fewer days between ED encounters was the most important characteristic associated with delayed diagnosis. In sepsis, our final model had a sensitivity for delayed diagnosis of 83.5 % (95 % confidence interval 75.2-89.9) and specificity of 61.3 % (95 % confidence interval 56.0-65.4).
Children with delayed diagnosis of DKA can be identified by having a revisit within 7 days. Many children with delayed diagnosis of sepsis may be identified using this approach with low specificity, indicating the need for manual case review.
制定一种自动识别儿科急诊科(ED)两种严重疾病(新发糖尿病酮症酸中毒[DKA]和脓毒症)延迟诊断的方法。
5 家儿科 ED 的 21 岁以下患者,若在 7 天内有两次就诊,第二次诊断为 DKA 或脓毒症,则纳入研究。主要结局是根据详细的健康记录使用经过验证的量表进行回顾性评估,确定是否存在延迟诊断。使用逻辑回归,仅根据管理数据中可用的特征,推导评估延迟诊断可能性的决策规则。在最大准确性阈值下确定测试特征。
在 41/46(89%)例在 7 天内两次就诊的 DKA 患者中存在延迟诊断。由于延迟诊断率很高,我们测试的任何特征都没有提供超出复诊之外的预测能力。对于脓毒症,646(17%)例患者被认为存在诊断延迟。ED 就诊间隔天数较短是与延迟诊断最相关的特征。在脓毒症中,我们最终的模型对延迟诊断的敏感性为 83.5%(95%置信区间 75.2-89.9),特异性为 61.3%(95%置信区间 56.0-65.4)。
7 天内复诊的 DKA 患儿可通过该方法识别出延迟诊断。使用该方法可识别出许多脓毒症延迟诊断的患儿,但特异性较低,这表明需要进行手动病例复查。