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基于诊断和电话记录的亲密伴侣暴力预测模型。

A predictive model to help identify intimate partner violence based on diagnoses and phone calls.

机构信息

Kaiser Permanente Northern California, Santa Clara, California 95051, USA.

出版信息

Am J Prev Med. 2011 Aug;41(2):129-35. doi: 10.1016/j.amepre.2011.04.005.

DOI:10.1016/j.amepre.2011.04.005
PMID:21767719
Abstract

BACKGROUND

Intimate partner violence (IPV) is a significant health problem but goes largely undiagnosed, undisclosed, and clinically undocumented.

PURPOSE

To use historical data on diagnoses and telephone advice calls to develop a predictive model that identifies clinical profiles of women at high risk for undisclosed IPV.

METHODS

A case-control study was conducted in women aged 18-44 years enrolled at Kaiser Permanente Northern California (KPNC) in 2005-2006 using symptoms reported by telephone and clinical diagnosis from electronic medical records. Analysis was conducted in 2007-2010. Overall, 1276 cases were identified using ICD-9 codes for IPV and were matched with 5 controls each. A full multivariate model was developed to identify those with IPV, as well as a reduced model and a summed-score model whose performance characteristics were assessed.

RESULTS

Predictors most highly associated with IPV were history of remote IPV (OR=7.8); calls or diagnoses for psychiatric problems (OR=2.4); calls for HIV concerns (OR=2.4); and clinical diagnoses of prenatal complications (OR=2.1). Using the summed-score model for a population with IPV prevalence of 7%, and using a threshold score of 3 for predicting IPV with a sensitivity of 75%, 9.7 women would need to be assessed to diagnose one case of IPV.

CONCLUSIONS

Diagnosed IPV was associated with a clinical profile based on both telephone call data and clinical diagnoses. The simple predictive model can prompt focused clinical inquiry and improve diagnosis of IPV in any clinical setting.

摘要

背景

亲密伴侣暴力(IPV)是一个严重的健康问题,但很大程度上未被诊断、披露和临床记录。

目的

利用历史诊断数据和电话咨询记录,建立一个预测模型,识别出有未披露 IPV 风险的高风险女性的临床特征。

方法

在 2005-2006 年,对在 Kaiser Permanente Northern California(KPNC)登记的 18-44 岁女性进行了病例对照研究,通过电话报告的症状和电子病历中的临床诊断进行分析。分析于 2007-2010 年进行。总共使用 ICD-9 代码识别了 1276 例 IPV 病例,并与每个病例匹配了 5 个对照。建立了一个完整的多变量模型来识别那些有 IPV 的人,以及一个简化模型和一个总和评分模型,评估其性能特征。

结果

与 IPV 高度相关的预测因素包括远程 IPV 史(OR=7.8);精神问题的电话或诊断(OR=2.4);艾滋病毒相关电话(OR=2.4);以及产前并发症的临床诊断(OR=2.1)。在 IPV 患病率为 7%的人群中使用总和评分模型,阈值为 3 分预测 IPV 的敏感度为 75%,则需要评估 9.7 名女性才能诊断出一例 IPV。

结论

诊断出的 IPV 与基于电话数据和临床诊断的临床特征相关。简单的预测模型可以提示有针对性的临床询问,提高任何临床环境中 IPV 的诊断率。

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