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Technology Facilitated Training for Mental Health Counseling

Technology Facilitated Training for Mental Health Counseling
技术促进心理健康咨询培训
批准号:
1822877
负责人:
Vivek Srikumar
金额:
$74.98万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-08-01 至 2023-07-31

项目摘要

项目成果

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中文摘要
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英文摘要
Millions of Americans have been diagnosed with mental health or substance abuse problems. While conversational interventions like psychotherapy and other forms of counseling are among the most effective treatment options available, less than half of those in need receive care. One problem is that it is difficult to provide therapists in training with regular feedback based on direct observation of their work. Accordingly, training therapists is expensive and time consuming, leading to a shortage of expert counselors. Furthermore, due to difficulties in obtaining care, patients are turning to online sources of support, where quality may be difficult to ascertain. This project examines this timely question of how to use technology to improve the training of mental health counselors at all levels. This project will develop a novel intelligent tutoring system to capitalize on developments in natural language processing and also facilitate collaboration among trainees to enhance learning. Better trained therapists and improved interactions on mental health forums should improve the quality and timeliness of mental health care for everyone. Furthermore, this work will support lifelong and collaborative learning for licensed professional mental health counselors.This project will develop and evaluate technological tools that facilitate new models for training tomorrow's mental health workforce. Specifically, this will involve creating and studying a novel text-based platform with the goal of training mental health counselors. Within this platform, two broad research questions include investigating the impact of (a) natural language processing driven helpers that provide feedback in real time, and, (b) crowd-sourced counseling using individuals with minimal training. To this end, several statistical models will be designed and trained to operate within the proposed text- based platform to interact with novice therapists. The efficacy of the two kinds of feedback (automatic and crowd-based) in terms of how well they can train different kinds of trainees (lay support providers in online forums, novice therapists in training) will be compared to models where the learner practices on their own and/or without specific feedback.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(4)
专著(0)
科研奖励(0)
会议论文
Psychotherapy is Not One Thing: Simultaneous Modeling of Different Therapeutic Approaches
心理治疗不是一回事:不同治疗方法的同时建模
DOI: 10.18653/v1/2022.clpsych-1.5
发表时间: 2022
期刊: Eighth Workshop on Computational Linguistics and Clinical Psychology
影响因子: --
作者: [Mehta, Maitrey, Caperton, Derek, Axford, Katherine, Weitzman, Lauren, Atkins, David, Srikumar, Vivek, Imel, Zac]
通讯作者: Imel, Zac
DOI: 10.18653/v1/p19-1563
发表时间: 2019-06
期刊: Proceedings of the 2021 International Conference on Multimodal Interaction
影响因子: --
作者: [Jie Cao;Michael J. Tanana;Zac E. Imel;E. Poitras;David C. Atkins;Vivek Srikumar]
通讯作者: Jie Cao;Michael J. Tanana;Zac E. Imel;E. Poitras;David C. Atkins;Vivek Srikumar
Logic-driven Indirect Supervision: An Application to Crisis Counseling
逻辑驱动的间接监督:危机咨询的应用
DOI: 10.18653/v1/2023.acl-long.654
发表时间: 2023
期刊: Association for Computational Linguistics
影响因子: --
作者: [Medina Grespan, Mattia, Broadbent, Meghan, Zhang, Xinyao, Axford, Katherine, Kious, Brent, Imel, Zac, Srikumar, Vivek]
通讯作者: Srikumar, Vivek
III: Small: Collaborative Research: Scrutable and Explainable Information Retrieval with Model Intrinsic and Agnostic Approaches
  • 批准号:
    2007398
  • 项目类别:
    Standard Grant
  • 资助金额:
    $30.0万
  • 财政年份:
    2020
  • 负责人:
    Vivek Srikumar
  • 依托单位:
BSF: 2016257: Building Models for Reading Comprehension in Specialized Domains from Scratch
  • 批准号:
    1737230
  • 项目类别:
    Standard Grant
  • 资助金额:
    $3.5万
  • 财政年份:
    2017
  • 负责人:
    Vivek Srikumar
  • 依托单位:
海外基金