ATI Physical Therapy, Greenville, South Carolina.
Center for Effectiveness Research in Orthopaedics, Greenville, South Carolina.
J Bone Joint Surg Am. 2018 Dec 19;100(24):2110-2117. doi: 10.2106/JBJS.18.00211.
Movement toward a value-based health-care system necessitates the development of performance measures to compare physicians, hospitals, and health-care systems. Patient-reported outcomes (PROs) are a potential metric. However, valid use of PROs hinges on the ability to risk-adjust for baseline patient differences across a surgeon's panel of patients. The purpose of this study was to propose an approach for baseline risk adjustment and evaluate the importance of risk adjustment when comparing surgeons' performance of rotator cuff repair.
Patients (n = 995) treated with arthroscopic rotator cuff repair by 34 surgeons from 2010 to 2017 were identified from a large sports medicine clinical data registry. A linear regression model was used to adjust for baseline PROs, patient demographics, and clinical characteristics to predict American Shoulder and Elbow Surgeons (ASES) change scores for each surgeon. A risk-adjusted performance measure was calculated as the difference between the average unadjusted ASES change scores and the risk-adjusted predicted ASES change scores across all patients treated by a surgeon.
The differences between unadjusted and risk-adjusted performance scores varied widely across surgeons (range, -13.8 to 10.3 ASES points). Use of the risk-adjusted performance scores resulted in a dramatic change in the relative ranking of surgeons, compared with the ranking based on the observed ASES change scores, with 31 of the 34 surgeons' rank changing following risk adjustment. On average, the observed ASES scores improved from 49.5 ± 17.5 at baseline to 78.0 ± 22.5 at 6 months across all surgeons. In the risk-adjustment model (R = 0.44), male sex, Workers' Compensation status, higher scores on the Veterans RAND 12-item Health Survey (VR-12), lower baseline ASES scores, fair and poor tendon quality, and night pain all had a significant effect on the predicted ASES change scores (p < 0.05).
Our results show wide variation of nearly 25 points in the risk-adjusted 6-month ASES performance difference from the highest to the lowest-performing surgeons. Additionally, 91% of surgeons' rank changed following risk adjustment. This suggests that performance measurement that does not account for baseline patient characteristics would likely result in incorrect conclusions about a surgeon's relative performance based on PROs.
Therapeutic Level IV. See Instructions for Authors for a complete description of levels of evidence.
向基于价值的医疗保健系统转变需要开发绩效衡量标准来比较医生、医院和医疗保健系统。患者报告的结果(PROs)是一种潜在的衡量标准。然而,PROs 的有效使用取决于在外科医生的患者群体中为基线患者差异进行风险调整的能力。本研究的目的是提出一种基线风险调整方法,并评估在比较肩袖修复术外科医生的表现时风险调整的重要性。
从一个大型运动医学临床数据登记处确定了 2010 年至 2017 年间由 34 名外科医生进行的关节镜下肩袖修复术的 995 名患者。使用线性回归模型调整基线 PROs、患者人口统计学和临床特征,以预测每位外科医生的美国肩肘外科医生协会(ASES)变化评分。风险调整后的绩效衡量标准计算为外科医生治疗的所有患者的未调整 ASES 变化评分平均值与风险调整后预测的 ASES 变化评分平均值之间的差异。
外科医生之间的未调整和风险调整后的绩效评分差异很大(范围为-13.8 至 10.3 ASES 点)。与基于观察到的 ASES 变化评分的排名相比,使用风险调整后的绩效评分导致外科医生的相对排名发生了巨大变化,34 名外科医生中有 31 名的排名在风险调整后发生了变化。平均而言,所有外科医生的基线 ASES 评分从 49.5±17.5 提高到 6 个月时的 78.0±22.5。在风险调整模型(R=0.44)中,男性、工人赔偿状况、退伍军人 RAND 12 项健康调查(VR-12)评分较高、基线 ASES 评分较低、肌腱质量一般或较差、夜间疼痛对预测的 ASES 变化评分均有显著影响(p<0.05)。
我们的结果显示,风险调整后 6 个月的 ASES 绩效差异从表现最好的外科医生到表现最差的外科医生之间存在近 25 分的巨大差异。此外,91%的外科医生的排名在风险调整后发生了变化。这表明,如果不考虑基线患者特征,绩效衡量标准可能会导致基于 PROs 对外科医生的相对表现得出错误的结论。
治疗水平 IV。有关证据水平的完整描述,请参阅作者说明。