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Measuring Use of Evidence Based Psychotherapy for Posttraumatic Stress Disorder
被引:0
|作者:
Brian Shiner
Leonard W. D’Avolio
Thien M. Nguyen
Maha H. Zayed
Yinong Young-Xu
Rani A. Desai
Paula P. Schnurr
Louis D. Fiore
Bradley V. Watts
机构:
[1] VA Medical Center,
[2] VA New England Veterans Engineering Resource Center,undefined
[3] VA National Center for PTSD,undefined
[4] Geisel School of Medicine at Dartmouth,undefined
[5] VA Boston Health Care System,undefined
[6] Massachusetts Veterans Epidemiology and Information Center,undefined
[7] Harvard Medical School,undefined
[8] VA National Center for Patient Safety,undefined
[9] VA Northeast Program Evaluation Center,undefined
[10] Yale University Schools of Medicine and Public Health,undefined
[11] Boston University Schools of Medicine and Public Health,undefined
关键词:
Psychotherapy;
Evidence-based medicine;
Posttraumatic stress disorder;
Natural language processing;
Health services utilization;
D O I:
暂无
中图分类号:
学科分类号:
摘要:
To improve methods of estimating use of evidence-based psychotherapy for posttraumatic stress disorder in the Veteran’s health administration, we evaluated administrative data and note text for patients newly enrolling in six VHA outpatient PTSD clinics in New England during the 2010 fiscal year (n = 1,924). Using natural language processing, we developed machine learning algorithms that mimic human raters in classifying note text. We met our targets for algorithm performance as measured by precision, recall, and F-measure. We found that 6.3 % of our study population received at least one session of evidence-based psychotherapy during the initial 6 months of treatment. Evidence-based psychotherapies appear to be infrequently utilized in VHA outpatient PTSD clinics in New England. Our method could support efforts to improve use of these treatments.
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页码:311 / 318
页数:7
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