适应性数据驱动架构用于心理健康护理应用程序
Aishwarya Sundaram1, Hema Subramaniam2, Siti Hafizah Ab Hamid2
1Institute for Advanced Studies, Universiti Malaya, Kuala Lumpur, Malaysia.
PeerJ
|April 2, 2024
概括
这项研究开发了一种适应性,数据驱动的架构,使用集体机器学习来提高心理健康护理的可访问性. 经过验证的架构有助于识别有风险的个体并个性化干预,以获得更好的结果.
科学领域:
- 计算机科学 计算机科学
- 医疗信息学 医疗信息学
- 机器学习 机器学习
背景情况:
- 数字数据生成正在增加,需要强大的数据驱动架构来实现积极计算.
- 随着COVID-19的流行,人们越来越需要灵活的心理健康护理系统.
- 机器学习 (ML) 模型可以识别患有精神障碍的高风险个体,改善护理的可访问性.
结论:
- 这项研究成功地创建并验证了心理健康护理的适应性数据驱动架构.
- 这种架构利用集体机器学习来实现积极的计算和个性化干预.
- 这些发现表明,通过数据驱动的方法,改善了心理健康护理成果和可访问性.
相关概念视频
Issues And Trends In Healthcare Delivery System
5.6K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.6K
Community Based Intervention
41
Community-based interventions in mental health represent a paradigm shift from institution-centered care to treatments embedded within the fabric of local communities. By prioritizing inclusion and leveraging existing societal structures, this approach fosters a supportive environment conducive to addressing mental health challenges while promoting individual dignity and agency.
Foundations of Community Mental Health Programs
Central to the success of community-based interventions is the...
Foundations of Community Mental Health Programs
Central to the success of community-based interventions is the...
41
Methods of Documentation VI: Case Management Model
571
The case management model is a multidisciplinary approach that involves healthcare professionals from diverse disciplines, such as physicians, nurses, therapists, social workers, and pharmacists, working collaboratively to address the various needs of patients. Each healthcare professional brings unique expertise and perspectives, contributing to a more comprehensive understanding of the patient's condition and tailoring treatment plans accordingly.
For example, a patient with a chronic...
For example, a patient with a chronic...
571
Psychodynamic Therapy
65
Psychodynamic therapies emphasize the exploration of unconscious processes and early childhood experiences as fundamental contributors to psychological difficulties. These therapies, deeply rooted in Freud's psychoanalytic theory, aim to uncover and resolve unconscious conflicts, granting individuals insights that promote emotional and behavioral healing. Contemporary psychodynamic approaches have evolved, integrating a broader range of influences and methodologies while still valuing the...
65
Diagnostic and Statistical Manual of Mental Disorders (DSM)
55
The Diagnostic and Statistical Manual of Mental Disorders (DSM) serves as the primary classification system for mental health disorders, providing standardized diagnostic criteria for clinicians and researchers. First published by the American Psychiatric Association (APA) in 1952, the DSM has undergone several revisions to reflect evolving psychiatric understanding. The fifth edition, DSM-5, released in 2013, introduced key updates that expanded diagnostic categories and modified diagnostic...
55
Modeling in Therapy
72
Modeling, a key technique in therapy, uses observational learning to help clients acquire and practice new skills by watching therapists demonstrate desired behaviors. This approach, rooted in Albert Bandura's concept of vicarious learning, plays a significant role in therapeutic interventions for various psychological conditions, including social anxiety, ADHD, and depression.
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
72


