Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

Steps in Outbreak Investigation01:18

Steps in Outbreak Investigation

135
In the ever-evolving field of public health, statistical analysis serves as a cornerstone for understanding and managing disease outbreaks. By leveraging various statistical tools, health professionals can predict potential outbreaks, analyze ongoing situations, and devise effective responses to mitigate impact. For that to happen, there are a few possible stages of the analysis:
135
Modeling in Therapy01:26

Modeling in Therapy

90
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...
90
Documentation of Nursing Diagnosis01:10

Documentation of Nursing Diagnosis

1.3K
The nurse documents nursing diagnoses and enters them into the patient record. The identified patient's nursing diagnosis is either written out with a plan of care or entered into the electronic health record.
In some settings, data-driven computerized decision support systems are in place, allowing for more accurate nursing diagnoses. The database within one of these systems includes diagnostic labels defining characteristics, activities, and indicators for nursing. A nurse enters...
1.3K
Classification of Illness01:17

Classification of Illness

7.5K
The meaning of illness is individualized to each person who experiences an alteration in health. In contrast, disease is a medical term indicating a pathological change in the structure and function of the body or mind. It is a condition that has specific symptoms and boundaries.
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
7.5K

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

Reducing Parental Accommodation in Neurodiverse Families: Adaptation of a Digital Single-Session Intervention.

Child psychiatry and human development·2026
Same author

Respiratory Sinus Arrhythmia and Hierarchical Dimensions of Psychopathology.

Psychophysiology·2026
Same author

When Testing AI Tests Us: Safeguarding Mental Health on the Digital Frontlines.

Proceedings of the ... Conference on Fairness, Accountability, and Transparency·2026
Same author

Characterizing clinical and counseling psychology graduate students' perceptions of evidence-based treatment usability and training.

Psychological services·2026
Same author

Small but mighty: how can pediatric psychologists harness the power of digital single-session interventions?

Journal of pediatric psychology·2026
Same author

Memory-based similar lure rejections promote subsequent memory for relative recency.

Learning & memory (Cold Spring Harbor, N.Y.)·2026

相关实验视频

Updated: Jul 11, 2025

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
07:31

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack

Published on: May 15, 2020

7.1K

通过机器学习预测内化症状:识别需要护理的个体

Mengxing Wang1, Lauren L Richmond1, Jessica L Schleider1

  • 1Department of Psychology, Stony Brook University, Stony Brook, New York, USA.

Journal of American college health : J of ACH
|November 9, 2023
PubMed
概括

机器学习使用日常干扰数据准确预测心理健康需求. 这种方法有助于识别需要紧急心理支持的学生,教师和工作人员.

科学领域:

  • 心理学 心理学 心理学
  • 计算机科学 计算机科学
  • 公共卫生 公共卫生

背景情况:

  • 心理健康挑战在大学环境中很普遍.
  • 识别需要及时心理健康护理的个体至关重要.
  • 现有的方法可能无法完全捕捉影响心理健康的日常生活中断的细微差别.

研究的目的:

  • 开发和验证一种机器学习模型,用于识别需要紧急心理健康护理的个人.
  • 将随机森林算法的有效性与传统的回归分析进行比较.
  • 确定特定的日常生活中断,预测内化症状.

主要方法:

  • 招募了2,409名大学生,教师和工作人员.
  • 使用COVID-19影响调查,患者健康问卷-9 (PHQ-9) 和通用焦虑障碍-7 (GAD-7) 收集数据.
  • 训练并验证了一个随机森林模型,以根据调查组合结果预测PHQ-9和GAD-7分数.

主要成果:

  • 随机森林模型实现了准确的前预测,平均R平方值为0.429.
  • 确定了与日常生活中断相关的关键变量,这些变量可以预测心理健康症状.
  • 证明了模型对概括和可靠预测的能力.
关键词:
焦虑 焦虑是一种焦虑.抑郁 抑郁症 抑郁症 抑郁症 是一种内部化症状 症状的内部化机器学习是机器学习.随机的森林随机的森林

更多相关视频

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
12:18

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment

Published on: January 11, 2020

7.6K
Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment
05:19

Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment

Published on: July 7, 2023

2.3K

相关实验视频

Last Updated: Jul 11, 2025

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
07:31

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack

Published on: May 15, 2020

7.1K
A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
12:18

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment

Published on: January 11, 2020

7.6K
Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment
05:19

Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment

Published on: July 7, 2023

2.3K

结论:

  • 预测模型,特别是随机森林,在心理健康护理中显示出临床实用性.
  • 日常生活中断是识别有内化症状的个体的重要指标.
  • 这种方法为学术界积极支持心理健康提供了一种新方法.