Dias Alan Carvalho, de Oliveira Derliane, de Almeida Berlitz Fernando, Tesser Poloni José Antônio, Shcolnik Wilson, Meira Dias Claudia Maria, Remor Canalli Daniane Grando, Falci Vieira Luisane Maria, Andreguetto Bruna Dolci, Furtado Felipe Magalhães, Lopes Rafael Monsores, Fernandes Adriano Basques, de Souza Vasconcellos Leonardo
Sabin Diagnóstico e Saúde, Brasília, DF, Brazil; Quality Committee of the Brazilian Society of Clinical Pathology and Laboratory Medicine (SBPC/ML), Brazil; Reference Intervals Committee of the Brazilian Society of Clinical Pathology and Laboratory Medicine (SBPC/ML), Brazil.
Promed S.A., Panamá, Brazil; Quality Committee of the Brazilian Society of Clinical Pathology and Laboratory Medicine (SBPC/ML), Brazil; Reference Intervals Committee of the Brazilian Society of Clinical Pathology and Laboratory Medicine (SBPC/ML), Brazil.
Clin Chim Acta. 2026 Jan 1;578:120566. doi: 10.1016/j.cca.2025.120566. Epub 2025 Aug 20.
Effective communication of critical laboratory results is crucial for patient safety, yet practices vary widely across clinical laboratories. This study aimed to profile critical results management practices in Brazil and identify features independently associated with laboratory accreditation.
A nationwide web-based survey was distributed to clinical laboratories, collecting data on 59 binary features related to critical result management. Data were processed and analyzed using multivariate logistic regression with LASSO feature selection. Effect sizes and statistical uncertainty were interpreted according to the "New Statistics" framework, with adjusted odds ratios (OR) and corresponding confidence intervals (CI) estimated. Predictive model performance was internally validated by stratified 5-fold cross-validation, using area under the Receiver Operating Characteristic Curve (AUC-ROC); and McFadden's pseudo R-squared (R) as metrics.
This study analyzed critical results management in 369 Brazilian laboratories. Most had formalized lists (87.5 %), written procedures (82.4 %), and periodic reviews (83.7 %). Communication times varied, with 30.9 % setting a 30-minute maximum and 53.4 % within one hour. The main communication methods were telephone with recorded confirmation (61.5 %). Performance indicators were used by 59.6 % of laboratories, 94.4 % of which were PALC-accredited. Only the use of key performance indicators (KPI) as robustly and independently associated with accreditation status (OR: 4.08; 95 % CI: 3.06-5.44; p < 0.001). The model showed acceptable discriminatory performance (AUC-ROC: 78.5 %; 95 % CI: 75.0 %-82.0 %) and adequate fit (R: 0.287; 95 % CI: 0.241-0.333).
This first nationwide survey provides a comprehensive profile of critical results management in Brazilian laboratories, revealing marked variability in protocols and communication strategies. These findings underscore the central role of KPI and support the development of national guidelines to standardize practices and enhance patient safety.
关键实验室结果的有效沟通对患者安全至关重要,但各临床实验室的做法差异很大。本研究旨在剖析巴西关键结果管理的实践情况,并确定与实验室认可独立相关的特征。
向临床实验室开展了一项全国性的网络调查,收集了与关键结果管理相关的59个二元特征的数据。使用带有LASSO特征选择的多变量逻辑回归对数据进行处理和分析。根据“新统计”框架解释效应大小和统计不确定性,估计调整后的优势比(OR)和相应的置信区间(CI)。通过分层5折交叉验证对预测模型性能进行内部验证,使用受试者操作特征曲线下面积(AUC-ROC)和麦克法登伪R平方(R)作为指标。
本研究分析了369家巴西实验室的关键结果管理情况。大多数实验室有正式列表(87.5%)、书面程序(82.4%)和定期审查(83.7%)。沟通时间各不相同,30.9%的实验室设定了最长30分钟的时间限制,53.4%在一小时内。主要沟通方式是电话并进行录音确认(61.5%)。59.6%的实验室使用了性能指标,其中94.4%获得了PALC认可。只有使用关键绩效指标(KPI)与认可状态密切且独立相关(OR:4.08;95%CI:3.06-5.44;p<0.001)。该模型显示出可接受的区分性能(AUC-ROC:78.5%;95%CI:75.0%-82.0%)和足够的拟合度(R:0.287;95%CI:0.241-0.333)。
这项首次全国性调查全面剖析了巴西实验室关键结果管理的情况,揭示了方案和沟通策略存在显著差异。这些发现强调了KPI的核心作用,并支持制定国家指南以规范实践并提高患者安全。