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人工智能行为干预平台对抑郁和焦虑症状的影响:随机临床试验。

Effects of an Artificial Intelligence Platform for Behavioral Interventions on Depression and Anxiety Symptoms: Randomized Clinical Trial.

机构信息

Eleos Health, Waltham, MA, United States.

Palo Alto University, Palo Alto, CA, United States.

出版信息

J Med Internet Res. 2023 Jul 10;25:e46781. doi: 10.2196/46781.

Abstract

BACKGROUND

The need for scalable delivery of mental health care services that are efficient and effective is now a major public health priority. Artificial intelligence (AI) tools have the potential to improve behavioral health care services by helping clinicians collect objective data on patients' progress, streamline their workflow, and automate administrative tasks.

OBJECTIVE

The aim of this study was to determine the feasibility, acceptability, and preliminary efficacy of an AI platform for behavioral health in facilitating better clinical outcomes for patients receiving outpatient therapy.

METHODS

The study was conducted at a community-based clinic in the United States. Participants were 47 adults referred for outpatient, individual cognitive behavioral therapy for a main diagnosis of a depressive or anxiety disorder. The platform provided by Eleos Health was compared to a treatment-as-usual (TAU) approach during the first 2 months of therapy. This AI platform summarizes and transcribes the therapy session, provides feedback to therapists on the use of evidence-based practices, and integrates these data with routine standardized questionnaires completed by patients. The information is also used to draft the session's progress note. Patients were randomized to receive either therapy provided with the support of an AI platform developed by Eleos Health or TAU at the same clinic. Data analysis was carried out based on an intention-to-treat approach from December 2022 to January 2023. The primary outcomes included the feasibility and acceptability of the AI platform. Secondary outcomes included changes in depression (Patient Health Questionnaire-9) and anxiety (Generalized Anxiety Disorder-7) scores as well as treatment attendance, satisfaction, and perceived helpfulness.

RESULTS

A total of 72 patients were approached, of whom 47 (67%) agreed to participate. Participants were adults (34/47, 72% women and 13/47, 28% men; mean age 30.64, SD 11.02 years), with 23 randomized to the AI platform group, and 24 to TAU. Participants in the AI group attended, on average, 67% (mean 5.24, SD 2.31) more sessions compared to those in TAU (mean 3.14, SD 1.99). Depression and anxiety symptoms were reduced by 34% and 29% in the AI platform group versus 20% and 8% for TAU, respectively, with large effect sizes for the therapy delivered with the support of the AI platform. No group difference was found in 2-month treatment satisfaction and perceived helpfulness. Further, therapists using the AI platform submitted their progress notes, on average, 55 hours earlier than therapists in the TAU group (t=-0.73; P<.001).

CONCLUSIONS

In this randomized controlled trial, therapy provided with the support of Eleos Health demonstrated superior depression and anxiety outcomes as well as patient retention, compared with TAU. These findings suggest that complementing the mental health services provided in community-based clinics with an AI platform specializing in behavioral treatment was more effective in reducing key symptoms than standard therapy.

TRIAL REGISTRATION

ClinicalTrials.gov NCT05745103; https://classic.clinicaltrials.gov/ct2/show/NCT05745103.

摘要

背景

现在,高效且有效的精神卫生服务的可扩展提供已成为一项主要的公共卫生重点。人工智能 (AI) 工具具有通过帮助临床医生收集患者进展的客观数据、简化其工作流程和自动化行政任务来改善行为健康护理服务的潜力。

目的

本研究旨在确定一种用于行为健康的 AI 平台在促进接受门诊治疗的患者获得更好的临床结果方面的可行性、可接受性和初步疗效。

方法

该研究在美国的一个社区诊所进行。参与者为 47 名因主要诊断为抑郁或焦虑障碍而被转介接受门诊、个体认知行为治疗的成年人。Eleos Health 提供的平台在治疗的头 2 个月与常规治疗 (TAU) 进行了比较。该 AI 平台总结并转录治疗会话,为治疗师提供有关使用基于证据的实践的反馈,并将这些数据与患者完成的常规标准化问卷集成。信息还用于起草会话的进度记录。患者被随机分配到 Eleos Health 开发的 AI 平台支持下或同一诊所的 TAU 接受治疗。数据分析基于 2022 年 12 月至 2023 年 1 月的意向治疗方法进行。主要结果包括 AI 平台的可行性和可接受性。次要结果包括抑郁 (患者健康问卷-9) 和焦虑 (广泛性焦虑障碍-7) 评分的变化,以及治疗出勤率、满意度和感知有用性。

结果

共接触了 72 名患者,其中 47 名 (67%) 同意参与。参与者为成年人 (34/47,72%为女性和 13/47,28%为男性;平均年龄 30.64,SD 11.02 岁),其中 23 名随机分配到 AI 平台组,24 名分配到 TAU 组。与 TAU 组相比 (平均 3.14,SD 1.99),AI 组的参与者平均多参加了 67% (平均 5.24,SD 2.31) 的治疗次数。与 TAU 组相比,AI 平台组的抑郁和焦虑症状分别减轻了 34%和 29%,而 TAU 组分别减轻了 20%和 8%,AI 平台支持的治疗具有较大的疗效。在 2 个月的治疗满意度和感知有用性方面未发现组间差异。此外,使用 AI 平台的治疗师平均比 TAU 组提前提交进度记录 55 小时 (t=-0.73;P<.001)。

结论

在这项随机对照试验中,与 TAU 相比,Eleos Health 支持的治疗在抑郁和焦虑症状以及患者保留方面表现出更好的效果。这些发现表明,在社区诊所提供的精神卫生服务中补充专门用于行为治疗的 AI 平台比标准疗法更能有效减轻关键症状。

试验注册

ClinicalTrials.gov NCT05745103;https://classic.clinicaltrials.gov/ct2/show/NCT05745103。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5954/10366966/5ed938e8617d/jmir_v25i1e46781_fig1.jpg

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