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AI Applications for Mental Health and Clinical Practice · LearnSpace
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AI Applications for Mental Health and Clinical Practice

Курс от Lund University
Средний≈ 8.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course is designed for students and professionals in psychology, medicine, and other clinical disciplines who want to explore how AI is transforming mental health care in practice. Building on foundational AI concepts, you will examine how clinical decision-making is evolving, from early statistical models to modern AI systems, and what research tells us about their accuracy compared to human judgment. You will then explore how AI can expand mental health assessments, including how language-based approaches can measure, describe, and differentiate between psychological states in ways traditional rating scales cannot. Finally, you will discover how AI can support treatment selection and personalization through precision mental health approaches, and how it is beginning to be integrated into psychotherapy delivery. Throughout, you will encounter perspectives from patients, clinicians, and researchers, and be encouraged to critically reflect on the opportunities and risks of applying AI in real clinical settings. By the end of this course, you will be equipped to evaluate how AI tools can realistically enhance, and potentially transform, mental health assessment and treatment.

Навыки, которые вы освоите

Generative AIPrecision MedicineAI PersonalizationMental and Behavioral HealthPsychological EvaluationsStatistical ModelingLarge Language ModelingArtificial IntelligenceMental and Behavioral Health SpecialtiesMachine LearningPsychotherapyDiagnostic TestsMental Health TherapiesMental Health Diseases and DisordersClinical PsychologyLLM ApplicationMental HealthPatient EvaluationNatural Language ProcessingTreatment Planning

Программа курса

3 модулей · 44 учебных материалов

01Clinical versus Statistical Decision-Making15 материалов

Course Introduction

The Mental Health Clinician and AIВидеоCourse OverviewЧтениеMeet the LecturersЧтение

Clinical versus Statistical Assessments

Welcome to this ModuleВидео

Учитесь у экспертов

Oscar Kjell

Преподаватель курса

Veerle Eijsbroek

Преподаватель курса

Katarina Kjell

Преподаватель курса

AI Applications for Mental Health and Clinical Practice
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Обучение на Coursera

≈ 8.8 ч

3 модулей

Язык: Английский

Часть программы вашего университета
Why Does Assessment Matter?Видео
Clinical Judgement versus Statistical ModelsВидео
Accuracy of Clinical and Statistical AssessmentsВидео
Statistical Decision-Making: Critiques, Fears, and ConcernsВидео
Clinical Judgement versus Statistical Models: What is it? DIALOGUE
Person versus Person's Model Чтение
From Early Statistical Models to Modern AI SystemsВидео
Mental Health Assessments NowadaysВидео
Reflection: AI-Based Decision-SupportЗадание
Summary, Key terms, and ReadingsЧтение
Clinical and Statistical Assessment QuizЗадание
02AI for Mental Health Assessments11 материалов
Welcome to this ModuleВидеоLanguage in Clinical SettingsВидеоProbed Language-Based AssessmentsВидеоNatural Language: From Social Media to Therapy SessionsВидеоWhat are Language-Based Assessments?DIALOGUEBeyond Text: Multimodal Signals in AIЧтениеStrengths and Weaknesses of Language-Based AssessmentsВидеоReflection: Language vs. RatingsЗаданиеThe R Language Analysis SuiteВидеоSummary, Key Terms, and ReadingsЧтениеLanguage-Based Assessment QuizЗадание
03AI for Precision Mental Health and Psychotherapy18 материалов

Precison Mental Health

Welcome to this ModuleВидеоThe Idea behind Precision Mental HealthВидеоPrecision Algorithms and the Personalized Advantage IndexВидеоWhat is Precision Mental Health?DIALOGUEPutting Precision Mental Health to the TestВидеоChallenges and Opportunities in Precision Mental HealthВидеоReflection: Precision ModelsЗадание

AI in Psychotherapy

Integration of AI in PsychotherapyВидеоPotential Applications of AI in PsychotherapyВидеоInterviews: Meet the ExpertsЧтениеElizabeth Stade - AI Tools to Support Evidence-Based Treatment of PTSDВидеоChatbots as Psychotherapists?ВидеоReflection: Chatbot SupportЗадание

Thank you & Conclusion

Course SummaryЧтение
Salim Salmi - AI Tools to Support Suicide Prevention HelplinesВидео
The Potential of AI in Mental Health: From Assessment to TreatmentВидео
Summary, Key Terms, and ReadingsЧтение
AI for Precision and Therapy QuizЗадание