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Personalized prediction of smartphone-based psychotherapeutic micro-intervention success using machine learning
14 references·9 citing·49 second hop
Personalized prediction of smartphone-based psychotherapeutic micro-intervention success using machine learning (2019)Personalized prediction of smartphone-bas…The efficacy of smartphone‐based mental health interventions for depressive symptoms: a meta‐analysis of randomized controlled trials (2017)The efficacy of smartphone‐ba…Psychotherapeutic Applications of Mobile Phone-based Technologies: A Systematic Review of Current Research and Trends (2017)Psychotherapeutic Application…Personal Sensing: Understanding Mental Health Using Ubiquitous Sensors and Machine Learning (2017)Personal Sensing: Understandi…Smartphone-Based Psychotherapeutic Micro-Interventions to Improve Mood in a Real-World Setting (2016)Smartphone-Based Psychotherap…Mobile Phone-Based Unobtrusive Ecological Momentary Assessment of Day-to-Day Mood: An Explorative Study (2016)Mobile Phone-Based Unobtrusiv…Mental health research priorities for Europe (2015)Mental health research priori…Global burden of disease attributable to mental and substance use disorders: findings from the Global Burden of Disease Study 2010 (2013)Global burden of disease attr…Predicting Treatment Response in Social Anxiety Disorder From Functional Magnetic Resonance Imaging (2012)Predicting Treatment Response…Grand challenges in global mental health (2011)Grand challenges in global me…Cost of disorders of the brain in Europe 2010 (2011)Cost of disorders of the brai…No health without mental health (2007)No health without mental heal…Imagery rescripting in cognitive behaviour therapy: Images, treatment techniques and outcomes (2007)Imagery rescripting in cognit…Positive Interpretation Training: Effects of Mental Imagery Versus Verbal Training on Positive Mood (2006)Positive Interpretation Train…Factors influencing the outcome of psychotherapy: A review of quantitative research. (1971)Factors influencing the outco…Personalized Mobile Apps for Mental Health and Well-Being in the General Population: A Systematic Review (2025)Personalized Mobile Apps for …AI-Driven Mental Health Support for Caregivers of Individuals With Alzheimer Disease: Systematic Literature Review and Development of a Conceptual Framework (2025)AI-Driven Mental Health Suppo…Designing a Smartwatch-based Micro-Intervention to Support Students Emotion Regulation (2024)Designing a Smartwatch-based …Predicting individual response to a web-based positive psychology intervention: a machine learning approach (2023)Predicting individual respons…Episodic Future Thinking as Digital Micro-interventions (2023)Episodic Future Thinking as D…Predicting symptom response and engagement in a digital intervention among individuals with schizophrenia and related psychoses (2022)Predicting symptom response a…Applying ensemble machine learning models to predict individual response to a digitally delivered worry postponement intervention (2022)Applying ensemble machine lea…Induction of Efficacy Expectancies in an Ambulatory Smartphone-Based Digital Placebo Mental Health Intervention: Randomized Controlled Trial (2020)Induction of Efficacy Expecta…Digital solutions for shaping mood and behavior among individuals with mood disorders (2020)Digital solutions for shaping…Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement (2009)Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement (2009)Preferred reporting items for systematic reviews and meta-analyses: the PRISMA Statement. 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References

  • 2013Global burden of disease attributable to mental and substance use disorders: findings from the Global Burden of Disease Study 20106,000 cited
  • 2007No health without mental health3,837 cited
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  • 2017The efficacy of smartphone‐based mental health interventions for depressive symptoms: a meta‐analysis of randomized controlled trials1,094 cited
  • 2017Personal Sensing: Understanding Mental Health Using Ubiquitous Sensors and Machine Learning800 cited
  • 1971Factors influencing the outcome of psychotherapy: A review of quantitative research.516 cited
  • 2007Imagery rescripting in cognitive behaviour therapy: Images, treatment techniques and outcomes465 cited
  • 2006Positive Interpretation Training: Effects of Mental Imagery Versus Verbal Training on Positive Mood391 cited
  • 2012Predicting Treatment Response in Social Anxiety Disorder From Functional Magnetic Resonance Imaging262 cited
  • 2015Mental health research priorities for Europe217 cited
  • 2016Mobile Phone-Based Unobtrusive Ecological Momentary Assessment of Day-to-Day Mood: An Explorative Study193 cited
  • 2016Smartphone-Based Psychotherapeutic Micro-Interventions to Improve Mood in a Real-World Setting68 cited
  • 2017Psychotherapeutic Applications of Mobile Phone-based Technologies: A Systematic Review of Current Research and Trends

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Cited by

  • 2020Induction of Efficacy Expectancies in an Ambulatory Smartphone-Based Digital Placebo Mental Health Intervention: Randomized Controlled Trial19 cited
  • 2022Applying ensemble machine learning models to predict individual response to a digitally delivered worry postponement intervention10 cited
  • 2023Predicting individual response to a web-based positive psychology intervention: a machine learning approach10 cited
  • 2022Predicting symptom response and engagement in a digital intervention among individuals with schizophrenia and related psychoses9 cited
  • 2020Digital solutions for shaping mood and behavior among individuals with mood disorders6 cited
  • 2023Episodic Future Thinking as Digital Micro-interventions4 cited
  • 2024Designing a Smartwatch-based Micro-Intervention to Support Students Emotion Regulation2 cited
  • 2025Personalized Mobile Apps for Mental Health and Well-Being in the General Population: A Systematic Review1 cited
  • 2025AI-Driven Mental Health Support for Caregivers of Individuals With Alzheimer Disease: Systematic Literature Review and Development of a Conceptual Framework1 cited