Factors associated with treatment uptake, completion, and subsequent symptom improvement in a national digital mental health service

社会心理的 心理健康 观察研究 医学 单变量 学历 多元分析 队列 多元统计 临床心理学 精神科 内科学 数学 经济增长 统计 经济
作者
Shane Cross,Eyal Karin,Lauren Staples,Madelyne A. Bisby,Katie Ryan,Georgia Duke,Olav Nielssen,Rony Kayrouz,Alana Fisher,Blake F. Dear,Nickolai Titov
出处
期刊:Internet interventions [Elsevier BV]
卷期号:27: 100506-100506 被引量:42
标识
DOI:10.1016/j.invent.2022.100506
摘要

Digital mental health services (DMHS) have proven effectiveness and play an important role within the broader mental health system by reducing barriers to evidence-based care. However, improved understanding of the factors associated with successful treatment uptake, treatment completion and positive clinical outcomes will facilitate efforts to maximise outcomes. Previous studies have demonstrated that patient age is positively associated, and initial symptom severity negatively associated with treatment uptake and treatment completion rates in both DMHS and other mental health services. The current study sought to extend these findings by examining the effect of other patient characteristics, in particular, self-reported psychosocial difficulties, using data from a large-scale national DMHS. Using a prospective uncontrolled observational cohort study design, we collected self-reported demographic, psychosocial and clinical data from 15,882 patients who accessed the MindSpot Clinic, Australia, between 1 January and 31 December 2019. Using a series of univariate regression models and multivariate classification algorithms we found that older age, higher educational attainment, and being in a relationship were all positively associated with uptake, completion and significant symptom improvement, while higher initial symptom severity was negatively associated with those outcomes. In addition, self-reported psychosocial difficulties had a significant negative impact on uptake, completion, and symptom improvement. Consistent with previous literature, the presence of these characteristics in isolation or in combination have a significant impact on treatment uptake, completion, and symptomatic improvement. Individual and multiple psychosocial difficulties are associated with reduced capacity to participate in treatment and hence an increased treatment burden. Identifying patients with lower capacity to complete treatment, modifications to treatments and the provision of supports to reduce treatment burden may promote greater engagement and completion of treatments offered by digital mental health services.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
1秒前
Ava应助Q1n采纳,获得10
4秒前
甜蜜唯雪发布了新的文献求助10
6秒前
SUNNY完成签到 ,获得积分10
8秒前
糊涂的剑完成签到,获得积分10
9秒前
香妃完成签到,获得积分10
11秒前
xx完成签到,获得积分20
13秒前
谨慎雪碧完成签到 ,获得积分10
14秒前
开心的帽子完成签到,获得积分10
16秒前
19秒前
20秒前
彭于晏应助不听话的番茄采纳,获得10
23秒前
科研通AI5应助帅气的祥采纳,获得10
24秒前
jinyu发布了新的文献求助10
25秒前
土拨鼠发布了新的文献求助10
26秒前
yupeijin完成签到,获得积分10
31秒前
科研通AI5应助顺利代曼采纳,获得10
31秒前
31秒前
小慧完成签到,获得积分10
33秒前
领导范儿应助大胆秋灵采纳,获得10
35秒前
丘比特应助jinyu采纳,获得10
35秒前
帅气的祥发布了新的文献求助10
36秒前
李爱国应助一个小胖子采纳,获得10
37秒前
ORANGE完成签到,获得积分10
38秒前
39秒前
41秒前
夏雪完成签到 ,获得积分10
42秒前
sujinyu发布了新的文献求助10
45秒前
47秒前
49秒前
50秒前
fsznc1完成签到 ,获得积分0
50秒前
顺利代曼发布了新的文献求助10
51秒前
李爱国应助帅气的祥采纳,获得10
51秒前
yang完成签到,获得积分20
52秒前
xxx发布了新的文献求助10
52秒前
贝贝发布了新的文献求助10
53秒前
Summertrain发布了新的文献求助30
55秒前
59秒前
禹代秋完成签到,获得积分10
1分钟前
高分求助中
【此为提示信息,请勿应助】请按要求发布求助,避免被关 20000
Continuum Thermodynamics and Material Modelling 2000
Encyclopedia of Geology (2nd Edition) 2000
105th Edition CRC Handbook of Chemistry and Physics 1600
Maneuvering of a Damaged Navy Combatant 650
Периодизация спортивной тренировки. Общая теория и её практическое применение 310
Mixing the elements of mass customisation 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3778382
求助须知:如何正确求助?哪些是违规求助? 3324102
关于积分的说明 10217105
捐赠科研通 3039323
什么是DOI,文献DOI怎么找? 1667963
邀请新用户注册赠送积分活动 798447
科研通“疑难数据库(出版商)”最低求助积分说明 758385