Research and Development Service, James A. Haley Veterans Hospital, Tampa, FL, United States.
University of South Florida College of Public Health, Tampa, FL, United States.
Pain. 2022 Jun 1;163(6):e715-e724. doi: 10.1097/j.pain.0000000000002477. Epub 2021 Sep 15.
The lack of a reliable approach to assess quality of pain care hinders quality improvement initiatives. Rule-based natural language processing algorithms were used to extract pain care quality (PCQ) indicators from documents of Veterans Health Administration primary care providers for veterans diagnosed within the past year with musculoskeletal disorders with moderate-to-severe pain intensity across 2 time periods 2013 to 2014 (fiscal year [FY] 2013) and 2017 to 2018 (FY 2017). Patterns of documentation of PCQ indicators for 64,444 veterans and 124,408 unique visits (FY 2013) and 63,427 veterans and 146,507 visits (FY 2017) are described. The most commonly documented PCQ indicators in each cohort were presence of pain, etiology or source, and site of pain (greater than 90% of progress notes), while least commonly documented were sensation, what makes pain better or worse, and pain's impact on function (documented in fewer than 50%). A PCQ indicator score (maximum = 12) was calculated for each visit in FY 2013 (mean = 7.8, SD = 1.9) and FY 2017 (mean = 8.3, SD = 2.3) by adding one point for every indicator documented. Standardized Cronbach alpha for total PCQ scores was 0.74 in the most recent data (FY 2017). The mean PCQ indicator scores across patient characteristics and types of healthcare facilities were highly stable. Estimates of the frequency of documentation of PCQ indicators have face validity and encourage further evaluation of the reliability, validity, and utility of the measure. A reliable measure of PCQ fills an important scientific knowledge and practice gap.
缺乏可靠的方法来评估疼痛护理质量会阻碍质量改进计划。本研究使用基于规则的自然语言处理算法从退伍军人健康管理局初级保健提供者的文件中提取疼痛护理质量(PCQ)指标,这些提供者在过去一年中诊断出患有肌肉骨骼疾病且疼痛强度为中度至重度的退伍军人,时间跨度为两个时期:2013 年至 2014 年(财政年度[FY] 2013)和 2017 年至 2018 年(FY 2017)。描述了 64444 名退伍军人和 124408 次就诊(FY 2013)以及 63427 名退伍军人和 146507 次就诊(FY 2017)中 PCQ 指标的记录模式。在每个队列中记录最多的 PCQ 指标是疼痛的存在、病因或来源以及疼痛部位(超过 90%的进展记录),而记录最少的是感觉、使疼痛好转或恶化的原因以及疼痛对功能的影响(记录不足 50%)。在 FY 2013(平均= 7.8,SD= 1.9)和 FY 2017(平均= 8.3,SD= 2.3)中,通过为每个记录的指标添加 1 分,计算每个就诊的 PCQ 指标得分(最大值= 12)。最近数据(FY 2017)中总 PCQ 得分的标准化 Cronbach alpha 为 0.74。在患者特征和医疗保健设施类型方面,PCQ 指标得分的平均值非常稳定。PCQ 指标记录频率的估计具有表面有效性,并鼓励进一步评估该测量的可靠性、有效性和实用性。可靠的 PCQ 测量方法填补了科学知识和实践空白。