Research graph
References from Predicting multiple mental health outcomes in adolescents using explainable machine learning models. Local targets link to admitted publications; unresolved targets remain external evidence.
The transition from childhood to adolescence: Between health and vulnerability
10.3390/children11080989 · 2024 · External reference
Prevalence and repercussions of stress and mental health issues on primary and middle school students: a bibliometric analysis
10.3389/fpsyt.2024.1369605 · 2024 · External reference
The research on risk factors for adolescents’ mental health
10.3390/bs14040263 · 2024 · External reference
The mental illness‐health matrix and the mental state space matrix: Complementary meta‐conceptual frameworks for evaluating psychological states
10.1002/jclp.23512 · 2023 · External reference
Navigating the multiple dimensions of the creativity-mental disorder link: a Convergence Mental Health perspective
10.1007/s44192-023-00051-4 · 2023 · External reference
Mapping psychological resources and vulnerabilities for inclusive university environments: a network analysis of student well-being
10.1186/s40359-026-04200-6 · 2026 · External reference
Emotion regulation in mental disorders: A systematic review and multilevel meta-analysis of transdiagnostic and disorder-specific impairments
10.1037/bul0000512 · 2026 · External reference
A network analysis of difficulties in emotion regulation, anxiety, and depression for adolescents in clinical settings
10.1186/s13034-023-00574-2 · 2023 · External reference
The role of emotion regulation in the characterization, development and treatment of psychopathology
10.1038/s44159-022-00040-4 · 2022 · External reference
Emotion regulation strategies as risk factors for developmental psychopathology: A meta-analytic review of longitudinal studies based on cross-lagged correlations and panel models
10.1007/s10802-022-00980-8 · 2023 · External reference
Experiences of loneliness and social isolation among young people with chronic physical conditions: A thematic synthesis of qualitative studies
10.1002/jad.12445 · 2025 · External reference
It’sa feeling of complete disconnection”: experiences of existential loneliness from youth to older adulthood
10.1186/s40359-023-01452-4 · 2023 · External reference
The impact of loneliness on depression, mental health, and physical well-being
10.1371/journal.pone.0319311 · 2025 · External reference
Is resilience the bridge connecting social and family factors to mental well-being and life satisfaction
10.1007/s10591-024-09707-x · 2025 · External reference
Young people on social media in a globalized world: self-optimization in highly competitive and achievement-oriented forms of life
10.3389/fpsyg.2024.1340605 · 2024 · External reference
Impact of social media use on physical, mental, social, and emotional health, sleep quality, body image, and mood: evidence from 21 countries—a systematic literature review with narrative synthesis
10.1007/s12529-025-10411-9 · 2025 · External reference
Quality of life and mental health of adolescents: Relationships with social media addiction, Fear of Missing out, and stress associated with neglect and negative reactions by online peers
10.1371/journal.pone.0286766 · 2023 · External reference
A multi-mediation analysis on the impact of social media and internet addiction on university and high school students’ mental health through social capital and mindfulness
10.3390/ijerph22010057 · 2025 · External reference
Self-esteem and self-compassion: A narrative review and meta-analysis on their links to psychological problems and well-being
10.2147/prbm.s402455 · 2023 · External reference
Academic burden and emotional problems among adolescents: a longitudinal mediation analysis
10.1002/jad.12471 · 2025 · External reference
Social support and psychological adjustment: A quantitative synthesis of 60 meta-analyses
10.1037/amp0001323 · 2025 · External reference
Role of physical activity on mental health and well-being: a review
10.7759/cureus.33475 · 2023 · External reference
Advancements and challenges in machine learning: A comprehensive review of models, libraries, applications, and algorithms
10.3390/electronics12081789 · 2023 · External reference
Explanation of machine learning models using shapley additive explanation and application for real data in hospital
10.1016/j.cmpb.2021.106584 · 2022 · External reference
Factor structure and measurement invariances of the PHQ‐9 in Chinese students across gender and age
10.1002/pits.23391 · 2025 · External reference
Gender difference in anxiety and related factors among adolescents
10.3389/fpubh.2024.1410086 · 2025 · External reference
Psychometric properties of the perceived stress scale short form (PSS-10) in Chinese adolescents: validity, measurement invariance across gender and left-behind status
10.1016/j.childyouth.2023.107252 · 2024 · External reference
Optimising psychological well-being in Chinese-Australian adolescents: A 24-hour movement guidelines approach
10.3390/children12030329 · 2025 · External reference
Factor structure, measurement invariance, and psychometric properties of the brief version of difficulties in emotion regulation scale (DERS-16) across four Chinese samples
10.1016/j.paid.2025.113343 · 2025 · External reference
Psychometric properties of the variants of the Chinese UCLA loneliness scales and their associations with mental health in adolescents
10.1038/s41598-024-75739-w · 2024 · External reference
Peer relationship increasing the risk of social media addiction among Chinese adolescents who have negative emotions
10.1007/s12144-021-01997-w · 2023 · External reference
Rosenberg self-esteem scale: method effects, factorial structure and scale invariance across migrant child and urban child populations in China
10.1080/00223891.2016.1217420 · 2017 · External reference
Assessing the Chinese version of Pittsburgh sleep quality index in non-clinical adolescents
10.1007/s12144-022-03581-2 · 2023 · External reference
Educational stress scale for adolescents: development, validity, and reliability with Chinese students
10.1177/0734282910394976 · 2011 · External reference
Evaluating the multidimensional scale of perceived social support (MSPSS) in children aged between 8–14 years
10.1007/s10826-024-02794-2 · 2024 · External reference
The association between physical activity and family economic status with depression in adolescents: A cross-sectional study
10.1097/md.0000000000044427 · 2025 · External reference
An interpretable machine learning approach to predicting depression and diabetes
10.1016/j.health.2026.100454 · 2026 · External reference
Emotion regulation beyond executive and attention difficulties: impact on daily life impairments in community adolescents
10.1186/s13034-025-00898-1 · 2025 · External reference
Loneliness in adolescence: prevalence, developmental contexts, and interventions
10.3389/fpsyt.2025.1696981 · 2025 · External reference
Physical activity and mental health: a systematic review and best-evidence synthesis of mediation and moderation studies
10.1186/s12966-024-01676-6 · 2024 · External reference
Connected but at risk: Social media exposure and psychiatric and psychological outcomes in youth
10.3390/children12101322 · 2025 · External reference
Problematic social media use and its relationship with depression or anxiety: A systematic review
10.1089/cyber.2021.0300 · 2022 · External reference
When enough is not enough: behavioral and motivational paths to compulsive social media consumption
10.1108/ejm-12-2022-0898 · 2024 · External reference
Advancing psychological research with random forests: A review of methods, tools, and applications
10.1177/25152459251404358 · 2026 · External reference
Experiences of loneliness and social isolation among young people with chronic physical conditions: A thematic synthesis of qualitative studies
10.1002/jad.12445 · ExternalCitation · doi-reference
Academic burden and emotional problems among adolescents: a longitudinal mediation analysis
10.1002/jad.12471 · ExternalCitation · doi-reference
The mental illness‐health matrix and the mental state space matrix: Complementary meta‐conceptual frameworks for evaluating psychological states
10.1002/jclp.23512 · ExternalCitation · doi-reference
Factor structure and measurement invariances of the PHQ‐9 in Chinese students across gender and age
10.1002/pits.23391 · ExternalCitation · doi-reference
Is resilience the bridge connecting social and family factors to mental well-being and life satisfaction
10.1007/s10591-024-09707-x · ExternalCitation · doi-reference
Emotion regulation strategies as risk factors for developmental psychopathology: A meta-analytic review of longitudinal studies based on cross-lagged correlations and panel models
10.1007/s10802-022-00980-8 · ExternalCitation · doi-reference
Evaluating the multidimensional scale of perceived social support (MSPSS) in children aged between 8–14 years
10.1007/s10826-024-02794-2 · ExternalCitation · doi-reference
Peer relationship increasing the risk of social media addiction among Chinese adolescents who have negative emotions
10.1007/s12144-021-01997-w · ExternalCitation · doi-reference
Assessing the Chinese version of Pittsburgh sleep quality index in non-clinical adolescents
10.1007/s12144-022-03581-2 · ExternalCitation · doi-reference
Impact of social media use on physical, mental, social, and emotional health, sleep quality, body image, and mood: evidence from 21 countries—a systematic literature review with narrative synthesis
10.1007/s12529-025-10411-9 · ExternalCitation · doi-reference
Navigating the multiple dimensions of the creativity-mental disorder link: a Convergence Mental Health perspective
10.1007/s44192-023-00051-4 · ExternalCitation · doi-reference
Psychometric properties of the perceived stress scale short form (PSS-10) in Chinese adolescents: validity, measurement invariance across gender and left-behind status
10.1016/j.childyouth.2023.107252 · ExternalCitation · doi-reference
Explanation of machine learning models using shapley additive explanation and application for real data in hospital
10.1016/j.cmpb.2021.106584 · ExternalCitation · doi-reference
An interpretable machine learning approach to predicting depression and diabetes
10.1016/j.health.2026.100454 · ExternalCitation · doi-reference
Factor structure, measurement invariance, and psychometric properties of the brief version of difficulties in emotion regulation scale (DERS-16) across four Chinese samples
10.1016/j.paid.2025.113343 · ExternalCitation · doi-reference
Social support and psychological adjustment: A quantitative synthesis of 60 meta-analyses
10.1037/amp0001323 · ExternalCitation · doi-reference
Emotion regulation in mental disorders: A systematic review and multilevel meta-analysis of transdiagnostic and disorder-specific impairments
10.1037/bul0000512 · ExternalCitation · doi-reference
Psychometric properties of the variants of the Chinese UCLA loneliness scales and their associations with mental health in adolescents
10.1038/s41598-024-75739-w · ExternalCitation · doi-reference
The role of emotion regulation in the characterization, development and treatment of psychopathology
10.1038/s44159-022-00040-4 · ExternalCitation · doi-reference
Rosenberg self-esteem scale: method effects, factorial structure and scale invariance across migrant child and urban child populations in China
10.1080/00223891.2016.1217420 · ExternalCitation · doi-reference
Problematic social media use and its relationship with depression or anxiety: A systematic review
10.1089/cyber.2021.0300 · ExternalCitation · doi-reference
The association between physical activity and family economic status with depression in adolescents: A cross-sectional study
10.1097/md.0000000000044427 · ExternalCitation · doi-reference
When enough is not enough: behavioral and motivational paths to compulsive social media consumption
10.1108/ejm-12-2022-0898 · ExternalCitation · doi-reference
Educational stress scale for adolescents: development, validity, and reliability with Chinese students
10.1177/0734282910394976 · ExternalCitation · doi-reference
Advancing psychological research with random forests: A review of methods, tools, and applications
10.1177/25152459251404358 · ExternalCitation · doi-reference
Physical activity and mental health: a systematic review and best-evidence synthesis of mediation and moderation studies
10.1186/s12966-024-01676-6 · ExternalCitation · doi-reference
A network analysis of difficulties in emotion regulation, anxiety, and depression for adolescents in clinical settings
10.1186/s13034-023-00574-2 · ExternalCitation · doi-reference
Emotion regulation beyond executive and attention difficulties: impact on daily life impairments in community adolescents
10.1186/s13034-025-00898-1 · ExternalCitation · doi-reference
It’sa feeling of complete disconnection”: experiences of existential loneliness from youth to older adulthood
10.1186/s40359-023-01452-4 · ExternalCitation · doi-reference
Mapping psychological resources and vulnerabilities for inclusive university environments: a network analysis of student well-being
10.1186/s40359-026-04200-6 · ExternalCitation · doi-reference
Quality of life and mental health of adolescents: Relationships with social media addiction, Fear of Missing out, and stress associated with neglect and negative reactions by online peers
10.1371/journal.pone.0286766 · ExternalCitation · doi-reference
The impact of loneliness on depression, mental health, and physical well-being
10.1371/journal.pone.0319311 · ExternalCitation · doi-reference
Self-esteem and self-compassion: A narrative review and meta-analysis on their links to psychological problems and well-being
10.2147/prbm.s402455 · ExternalCitation · doi-reference
Young people on social media in a globalized world: self-optimization in highly competitive and achievement-oriented forms of life
10.3389/fpsyg.2024.1340605 · ExternalCitation · doi-reference
Prevalence and repercussions of stress and mental health issues on primary and middle school students: a bibliometric analysis
10.3389/fpsyt.2024.1369605 · ExternalCitation · doi-reference
Loneliness in adolescence: prevalence, developmental contexts, and interventions
10.3389/fpsyt.2025.1696981 · ExternalCitation · doi-reference
Gender difference in anxiety and related factors among adolescents
10.3389/fpubh.2024.1410086 · ExternalCitation · doi-reference
The research on risk factors for adolescents’ mental health
10.3390/bs14040263 · ExternalCitation · doi-reference
The transition from childhood to adolescence: Between health and vulnerability
10.3390/children11080989 · ExternalCitation · doi-reference
Optimising psychological well-being in Chinese-Australian adolescents: A 24-hour movement guidelines approach
10.3390/children12030329 · ExternalCitation · doi-reference
Connected but at risk: Social media exposure and psychiatric and psychological outcomes in youth
10.3390/children12101322 · ExternalCitation · doi-reference
Advancements and challenges in machine learning: A comprehensive review of models, libraries, applications, and algorithms
10.3390/electronics12081789 · ExternalCitation · doi-reference
A multi-mediation analysis on the impact of social media and internet addiction on university and high school students’ mental health through social capital and mindfulness
10.3390/ijerph22010057 · ExternalCitation · doi-reference
Role of physical activity on mental health and well-being: a review
10.7759/cureus.33475 · ExternalCitation · doi-reference