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使用最小数据集评估压疮发生风险调整模型。

Evaluation of a risk-adjustment model for pressure ulcer development using the Minimum Data Set.

作者信息

Berlowitz D R, Brandeis G H, Anderson J J, Ash A S, Kader B, Morris J N, Moskowitz M A

机构信息

Sections of General Internal Medicine and Geriatrics, Boston Medical Center, Boston, Massachusetts, USA.

出版信息

J Am Geriatr Soc. 2001 Jul;49(7):872-6. doi: 10.1046/j.1532-5415.2001.49176.x.

Abstract

OBJECTIVE

To validate a previously derived risk-adjustment model for pressure ulcer development in a separate sample of nursing home residents and to determine the extent to which use of this model affects judgments of nursing home performance.

DESIGN

Retrospective observational study using Minimum Data Set (MDS) data from 1998.

SETTING

A large, for-profit, nursing home chain.

PARTICIPANTS

Twenty-nine thousand and forty observations were made on 13,457 nursing home residents who were without a pressure ulcer on an index assessment.

MEASUREMENTS

We used logistic regression in our validation sample to calculate new coefficients for the 17 previously identified predictors of pressure ulcer development. Coefficients from this new sample were compared with those previously derived. Expected rates of pressure ulcer development were determined for 108 nursing homes. Unadjusted and risk-adjusted rates of pressure ulcer development from these homes were also calculated and outlier identification using these two approaches was compared.

RESULTS

Predictors of pressure ulcer development in the derivation sample generally showed similar effects in the validation sample. The model c-statistic was also unchanged at 0.73, but it was not calibrated as well in the validation sample. On applying the model to the nursing homes, expected rates of ulcer development ranged from 1.1% to 3.2% (P <.001). The observed rates ranged from 0% to 12.1% (P <.001). There were 12 outliers using unadjusted rates and 15 using adjusted performance. Ten nursing homes were identified as outliers using both approaches.

CONCLUSIONS

Our MDS risk-adjustment model for pressure ulcer development performed well in this new sample. Nursing homes differ significantly in their expected rates of pressure ulcer development. Outlier identification also differs depending on whether unadjusted or risk-adjusted performance is evaluated.

摘要

目的

在另一组疗养院居民样本中验证先前得出的压疮发生风险调整模型,并确定使用该模型对疗养院绩效判断的影响程度。

设计

使用1998年最小数据集(MDS)数据进行的回顾性观察研究。

设置

一家大型盈利性疗养院连锁机构。

参与者

对13457名在索引评估时无压疮的疗养院居民进行了29040次观察。

测量

我们在验证样本中使用逻辑回归来计算先前确定的17个压疮发生预测因素的新系数。将这个新样本的系数与先前得出的系数进行比较。确定了108家疗养院的压疮发生预期率。还计算了这些疗养院未经调整和风险调整的压疮发生率,并比较了使用这两种方法识别异常值的情况。

结果

推导样本中压疮发生的预测因素在验证样本中通常显示出相似的效果。模型c统计量也保持不变,为0.73,但在验证样本中校准效果不佳。将该模型应用于疗养院时,溃疡发生预期率在1.1%至3.2%之间(P<.001)。观察到的发生率在0%至12.1%之间(P<.001)。使用未调整率时有12个异常值,使用调整后绩效时有15个异常值。两种方法都识别出10家疗养院为异常值。

结论

我们的MDS压疮发生风险调整模型在这个新样本中表现良好。疗养院的压疮发生预期率差异显著。根据评估的是未调整还是风险调整后的绩效,异常值的识别也有所不同。

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