论文标题
心理治疗中的常规结果监测使用情感主题建模方法
Routine Outcome Monitoring in Psychotherapy Treatment using Sentiment-Topic Modelling Approach
论文作者
论文摘要
尽管对个体患者进行正确的心理治疗的重要性,但评估治疗课程的结果同样至关重要。有证据表明,持续监测患者的进展可以显着改善预期变化的治疗结果。通过监测结果,可以仔细跟踪患者的进展,以帮助临床医生识别未在治疗中进展的患者。这些监测可以帮助临床医生尽早考虑患者治疗的任何必要的措施,例如,建议不同类型的治疗或调整方法样式。目前,评估系统基于临床评价和自我报告问卷,这些问卷衡量了患者的进展前后治疗。尽管结果监测往往会改善治疗结果,但是当前方法中存在许多挑战,例如用于管理问卷,评分和分析结果的时间和经济负担。因此,需要在治疗过程中测量和监测患者进步的计算方法,以增强阳性治疗结果的可能性。此外,这种计算方法可能会导致一种廉价的监测工具来评估患者在临床护理方面的进展,这可以由更广泛的医疗保健专业人员进行。
Despite the importance of emphasizing the right psychotherapy treatment for an individual patient, assessing the outcome of the therapy session is equally crucial. Evidence showed that continuous monitoring patient's progress can significantly improve the therapy outcomes to an expected change. By monitoring the outcome, the patient's progress can be tracked closely to help clinicians identify patients who are not progressing in the treatment. These monitoring can help the clinician to consider any necessary actions for the patient's treatment as early as possible, e.g., recommend different types of treatment, or adjust the style of approach. Currently, the evaluation system is based on the clinical-rated and self-report questionnaires that measure patients' progress pre- and post-treatment. While outcome monitoring tends to improve the therapy outcomes, however, there are many challenges in the current method, e.g. time and financial burden for administering questionnaires, scoring and analysing the results. Therefore, a computational method for measuring and monitoring patient progress over the course of treatment is needed, in order to enhance the likelihood of positive treatment outcome. Moreover, this computational method could potentially lead to an inexpensive monitoring tool to evaluate patients' progress in clinical care that could be administered by a wider range of health-care professionals.