• Title/Summary/Keyword: 인지행동치료

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Enhancing Empathic Reasoning of Large Language Models Based on Psychotherapy Models for AI-assisted Social Support (인공지능 기반 사회적 지지를 위한 대형언어모형의 공감적 추론 향상: 심리치료 모형을 중심으로)

  • Yoon Kyung Lee;Inju Lee;Minjung Shin;Seoyeon Bae;Sowon Hahn
    • Korean Journal of Cognitive Science
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    • v.35 no.1
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    • pp.23-48
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    • 2024
  • Building human-aligned artificial intelligence (AI) for social support remains challenging despite the advancement of Large Language Models. We present a novel method, the Chain of Empathy (CoE) prompting, that utilizes insights from psychotherapy to induce LLMs to reason about human emotional states. This method is inspired by various psychotherapy approaches-Cognitive-Behavioral Therapy (CBT), Dialectical Behavior Therapy (DBT), Person-Centered Therapy (PCT), and Reality Therapy (RT)-each leading to different patterns of interpreting clients' mental states. LLMs without CoE reasoning generated predominantly exploratory responses. However, when LLMs used CoE reasoning, we found a more comprehensive range of empathic responses aligned with each psychotherapy model's different reasoning patterns. For empathic expression classification, the CBT-based CoE resulted in the most balanced classification of empathic expression labels and the text generation of empathic responses. However, regarding emotion reasoning, other approaches like DBT and PCT showed higher performance in emotion reaction classification. We further conducted qualitative analysis and alignment scoring of each prompt-generated output. The findings underscore the importance of understanding the emotional context and how it affects human-AI communication. Our research contributes to understanding how psychotherapy models can be incorporated into LLMs, facilitating the development of context-aware, safe, and empathically responsive AI.

Conceptual Understanding of Thought-Action Fusion and Cognitive Fusion : Focus on Obsessive-Compulsive Symptoms (사고-행동 융합과 인지적 융합의 개념적 이해 : 강박증을 중심으로)

  • Lee, Sang Won;Lee, Kyung-Uk;Choi, Mina;Lee, Seung Jae
    • Anxiety and mood
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    • v.15 no.1
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    • pp.1-12
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    • 2019
  • Thought-action fusion (TAF) is a tendency to blindly assume causal relations between their thoughts and external reality. On the other hand, cognitive fusion (CF) is a tendency to take internal experiences, such as thoughts and feeling, literally rather than view them as random events. However, these two terms are often confusedly used and, in fact, have conceptual overlaps. Therefore, this study aimed to identify their distinctive features through a comprehensive review of the definition, origin, measurements and clinical implications especially on the understanding of obsessive-compulsive symptoms. The cognitive-behavioral concept of TAF is confined to erroneous and maladaptive beliefs about the connection between thoughts and behaviors. The CF is a broader construct that entails taking thoughts and feelings as facts and engaging or struggling with them such that the quality of life is lowered. They also have different theoretical backgrounds, developing processes and therapeutic approaches. From the perspective of the obsessive-compulsive disorder, both concepts have been studied as mid-structures for this illness. Recently, the effectiveness of psychological therapies related to these concepts such as defusion therapy has been tested. However, it is yet still in its infancy. In the future, complementary advances between the two concepts with studies on biological substrates is needed.

Pharmacotherapy for Patients Complaining With Somatic Symptoms (신체증상을 호소하는 환자의 약물치료)

  • Lee, Kyung-Kyu
    • Korean Journal of Psychosomatic Medicine
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    • v.29 no.2
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    • pp.95-101
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    • 2021
  • Patients complaining with somatic symptoms are very common in clinical practice, and are often consulted to medical department. But it is difficult to treat well. The treatment of somatic symptom disorder is multi-modal as none of the methods on their own provide a satisfactory outcome. The treatment of somatic symptoms disorders is complicated by lack of boundary, conceptual clarity, and overemphasis on psychosocial causation and effectiveness of psychological treatments. In clinical practice all classes of psychotropics are used to treat somatic symptoms disorder. Drugs such as tricyclic antidepressants, serotonin reuptake inibitors(SSRI), serotonin and noradrenalin reuptake inhibitors (SNRI), atypical antipsychotics are studied. The evidence indicates that these drugs are effective in somatic symptom disorders. All classes of antidepressants seem to be effective against somatic symptom disorders. SSRIs are more effective against hypochondriasis and body dysmorphic disorder, and SNRIs appear to be more effective than other antidepressants when pain is predominant. The author suggest that psychiatrists should know how to treat patients complaining with somatic symptoms by using not only psychotherapeutic approach but also pharmacological treatment. It will be helpful to reduce suffering and increase quality of life of these patients.

수학 학습 부진의 요인과 교육적 치료 방법에 대한 고찰

  • Ryu, Seong-Rim
    • Communications of Mathematical Education
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    • v.10
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    • pp.59-80
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    • 2000
  • 수학 학습 부진아의 지도가 효율적으로 이루어지기 위해서는 먼저 원인의 진단이 선행되어야 하고, 이를 바탕으로 적절한 치료 대책이 이루어져야 하는 바, 교사는 수학 학습에서 부진을 야기하는 여러 가지 복합적인 요인에 대한 지식을 갖출 필요가 있다. 학생들이 수학적 이론의 구조 속에 싸여 있을 때, 수학적 개념과 원리를 잘 이해하는 것처럼, 교사는 수학 학습 부진의 요인에 대한 이론의 구조 속에서 학생들의 행동을 투사함으로써 그들의 행동을 이해하게 되고 진단과 치료가 잘 이루어질 것이다. 이와 같은 관점에서 본 연구는 수학 학습 부진의 요인을 크게 개인적 측면과 환경적 측면으로 나누고, 개인적 측면에서는 인지적 요인, 심동적 요인, 정서적 요인을, 환경적 측면에서는 사회적 요인, 교육적 요인에 대해 고찰한다. 그리고 이들 요인에 대한 정확한 처방을 하기에는 어려움이 많지만, 최선의 교육적 치료 방법을 논의해 보고자 한다.

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The System for Inducing Sleep Using Neuro-Feedback (뉴로피드백을 활용한 수면 유도 시스템)

  • Kim, Min-Gwan;Lee, Jung-Been;Lee, Taek;Lee, Heon-Jeong;In, Hoh Peter
    • Proceedings of the Korea Information Processing Society Conference
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    • 2013.11a
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    • pp.1706-1708
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    • 2013
  • 최근 규칙적인 수면을 이루지 못해 수면장애를 호소하는 사람들이 좌시하기 어려울 정도로 늘어나고 있는 추세이다. 수면장애 치료를 위한 보편적인 방법은 수면제 투여이나, 약물의 지속적인 투여로 인해 약물의 내성 및 의존성 등의 부작용이 일어날 수 있다. 따라서 근래에는 비약물적인 인지행동치료(Cognitive Behavior Therapy)를 통해 환자가 스스로 자신의 상태를 이완시킬 수 있는 훈련을 제공하고 있다. 하지만 치료를 위해서는 병원과 환자 모두 많은 시간과 비용이 든다는 문제점이 있다. 따라서 본 논문에서는 환자 혼자서도 바이오피드백 훈련이 가능하도록 하는 시스템을 제안한다. 이 시스템을 통해 좀 더 효율적인 수면장애 치료를 기대할 수 있다.

Developing an Artificial Neural Network Based Rehabilitation System for Stroke Victims. (신경망을 이용한 뇌졸중 환자의 재활치료 시스템 개발에 관한 연구)

  • Kim, Chung-Ho;Kim, Byung-Joo
    • Proceedings of the Korea Information Processing Society Conference
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    • 2013.05a
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    • pp.229-231
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    • 2013
  • 본 논문은 신경망 알고리즘을 사용하여 사람의 필기체 문자를 인식하였고, 이를 바탕으로 뇌졸중 환자의 재활치료를 돕는 시스템을 구현하였다. 뇌졸중 환자의 재활치료에서는 단기간에 환자에게 반복적인 행동 및 학습하는 것이 효율적이라고 알려져 있다. 본 연구에서는 뇌졸중 환자에게 문자 템플릿을 보여주었고, 환자는 문자 템플릿을 인지하고 문자 템플릿과 같은 형태의 문자를 쓰게 하는 방식을 사용하였다. 뇌졸중 환자가 쓴 필기체 문자를 신경망 알고리즘을 사용하여 인식하고, 자주 틀리는 문자에 대해 추천시스템 방식을 사용하여 틀린 문자와 모양이 비슷하거나 같은 문자를 추천해줌으로써 문자 쓰기학습의 반복을 유도하였다. 실험을 통해 제안한 시스템은 뇌졸중 환자의 인지장애와 손 기능장애에 대한 재활치료의 효과를 상승시켰다.

A Review of Occupational Therapy Approach for Complex Regional Pain Syndrome (복합부위통증증후군의 작업치료적 접근에 관한 고찰)

  • Choi, Yoo-Im;Park, Soo-Hyun
    • The Journal of the Korea Contents Association
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    • v.10 no.1
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    • pp.286-294
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    • 2010
  • Complex Regional Pain Syndrome(CRPS) is a chronic neruopathic pain syndrome, most frequently encountered after trauma, nerve injury, fracture, cerebral vascular accident(CVA), spinal injury, and surgery to a limb, and affected by diverse factors such as disease process, intervention method, and other biopsychosocial components. Occupational therapy as a multidisciplinary treatment approach may be potentially useful when simultaneously targeting such biological, psychological, and social components. Biological treatment can focus on increasing functional use of extremity for promoting independence. Psychological intervention can include relaxation/biofeedback training and cognitive-behavioral treatments, and social approach can focus on recreational therapy and vocational rehabilitation. Occupational therapy will encourage functional restoration, pain management, and regaining of psychological components with collaboration between different disciplines.

A Pilot Study on the Development and the Effect of a Cognitive-Behavioral Intervention for Undergraduates at Mental Health High Risk (정신건강 고위험군 대학생을 위한 인지행동치료적 개입의 개발 및 효과 확인 예비 연구)

  • Kim, Jihye;An, Sun-Hee;Park, You Jin;Park, Sehwan;Jhung, Kyungun
    • Korean Journal of Psychosomatic Medicine
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    • v.30 no.1
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    • pp.30-37
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    • 2022
  • Objectives : The purpose of this study was to develop a cognitive-behavioral intervention for college students at high risk for mental health and to investigate its effect on mental health outcomes. Methods : The program was developed to reduce depressive symptoms and adverse outcomes while promoting resilience and positive effects. It consisted of eight sessions in a small group format for eight weeks. Thirty subjects at high risk for mental health participated in the program. Outcomes on the depressive symptoms, resilience, satisfaction with life, negative affect, and positive affect were evaluated at pre-and post-intervention. Results : Depressive symptom scores reduced significantly post-intervention compared to pre-intervention (t=3.51, p=0.002). Resilience scores (t=-3.65, p=0.001) and satisfaction with life scores (t=-3.00, p=0.006) increased after intervention than pre-intervention. Positive affect scores decreased post-intervention (t=2.28, p=0.031). There was no significant difference between pre-and post-intervention negative affect scores (t=-0.94, p=0.356). Conclusions : Present study demonstrated that group-based cognitive-behavioral intervention could be helpful for college students at high risk for mental health to reduce mental health symptoms and improve healthy protective factors.

MOTHER-CHILD INTERACTION PATTERNS OF ADHD CHILDREN (주의력결핍 과잉활동아의 모-자 상호행동)

  • Ha, Eun-Hye;Oh, Kyung-Ja;Hong, Kang-E
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • v.3 no.1
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    • pp.84-96
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    • 1992
  • The present study was designed to investigate variables associated with mother-child interaction patterns of Attention Deficit Hyperactivity Disorder(ADHD), and also to evaluate short-term effects of stimulant medication on the behaviors of ADHD children and their mothers during interaction. 15 ADHD boys(ages 5${\sim}$10 years) were treated with metylphenidate(0.5mg/kg per day) for 1 month, and their behaviors as well as their mothers for the 10 minute free play and 20 minute task performance period were videotaped through one-way mirror. The childrens attention was also evaluated using the Continuous Performance Task(CPT) and ratings of their hyperactive behaviors were obtained from their mother prior to the treatment. The videotaped interaction were rated according to the Response Class Matrix developed by Mash, Terdal & Anderson(1973). Results indicated that percentage of behavior of the mother and child during interaction was highly correlated with each other, which, in turn, was highly correlated with the symptom severity of the ADHD child. That is the more severe the cognitive and behavioral symptoms of ADHD, the more negative the interaction behavior pattern was. After 4 weeks of stimulant medication the mothers as well as the ADHD children showed a significant decrease in the percentage of negative-aggressive behavior during the task performance period. The results indicated that negative interaction behavior of the mothers was in large part a response to the negative behavior of their ADHD children.

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Analysis of Domestic Research on Depression and Stress : Focused on the Treatment and Subjects (우울과 스트레스에 관한 국내 연구 분석 : 치료와 대상자를 중심으로)

  • Jo, Nam-Hee;Na, Eun-Young
    • Journal of Convergence for Information Technology
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    • v.7 no.6
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    • pp.53-59
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    • 2017
  • This study was attempted to identify the domestic research related to depression and stress. The subjects of the analysis were 1,875 college degree theses thrown in the National Assembly Library searched by the depression and stress keyword as of November 30, 2016. The analysis method visualizes atypical data with Word Cloud, which is one of the text mining techniques. We also used the R'LDA package and LDA to classify treatment and subjects. As a result of the analysis, 233(12.4%) of the total papers with therapeutic keywords were found. Application of treatment methods was art therapy, music therapy, horticultural therapy, cognitive behavior therapy, clinical art therapy, cognitive therapy, psychological therapy, depression treatment, group therapy, laughter treatment sequence. The study subjects were adolescents, elderly, patient, mother, child, female, parents, and college students in order. The results of LDA topic analysis for adolescents were classified into four topics: self-support, treatment program, relationship effect, and variable study.