Using deep learning to identify teens most in need of mental health support

The personal yet global struggle with mental health may be more visible now than ever before. Yet many people still find it difficult to access the support they need.

In Japan, suicide is sadly the leading cause of death for young people. Researchers, including from the University of Tokyo, have carried out a six-year study to better understand the myriad factors which can impact adolescent mental health. After surveying 2,344 adolescents and their caregivers, and using computer-based deep learning to process the results, they were able to identify five categories into which the young people could be grouped.

Nearly 40% of those involved were classified as groups with some problems. Of these, almost 10% lived with mental health problems that had not been identified by their caregivers. This group was most at risk of self-harm and suicidal ideation. Identifying the factors that may lead young people to suicide and who is most at risk is key to supporting preventive efforts and early intervention.

Last year in Japan, 514 youths and children aged 18 and younger tragically lost their lives to suicide. This was the highest number for this age group since records began in 1978. Suicide is the leading cause of death for people aged 15 to 34 years old, according to data from Japan's Ministry of Health, Labor and Welfare. While adult suicide rates have been generally declining over the past 10 to 15 years, the reverse has been noted for adolescents. Officials speculate that school-related issues, difficult personal and family relationships, and lingering impacts of the pandemic may have contributed to the high number of deaths.

The World Health Organization (WHO) identifies suicide as a major global public health concern, but also says it is preventable through evidence-based interventions and by addressing factors that can lead to poor mental health. Researchers from the University of Tokyo and the Tokyo Metropolitan Institute of Medical Science are analyzing data on various problems in adolescence which were assessed both by self and caregivers, resulting in identification of young people who may be at suicide-related risk.

"We recently found that adolescents who were considered to have no problems by their caregivers actually had the highest suicide-related risk," said Daiki Nagaoka, a doctoral student in the Department of Neuropsychiatry at the University of Tokyo and a hospital psychiatrist. "So it is important that society as a whole, rather than solely relying on caregivers, takes an active role in recognizing and supporting adolescents who have difficulty in seeking help and whose distress is often overlooked."

The team surveyed adolescents and their caregivers in Tokyo over a period of six years. The participants completed self-report questionnaires, answering questions on psychological and behavioral problems such as depression, anxiety, self-harm and inattention, as well as their feelings about family and school life. The team also made note of factors such as maternal health during pregnancy, involvement in bullying and the caregivers' psychological states.

Now published in The Lancet Regional Health—Western Pacific, the study began when the children were 10 years old, and checked in with them again at ages 12, 14 and 16. Overall, 3,171 adolescents took part, with 2,344 pairs of adolescents and their caregivers participating throughout the full study.

"Psychiatry faces challenges in understanding adolescent psychopathology, which is diverse and dynamic. Previous studies typically classified adolescents' psychopathological development based on the trajectories of only two or three indicators. By contrast, our approach enabled the classification of adolescents based on a number of symptom trajectories simultaneously by employing deep-learning techniques which facilitated a more comprehensive understanding," explained Nagaoka.

Deep learning, a computer program that mimics the learning process of our brains, enabled the team to analyze the large amounts of data they collected to find patterns in the responses. By grouping the trajectories of the psychological and behavioral problems identified in the survey, they could classify the adolescents into five groups, which they named based on their key characteristic: unaffected, internalizing, discrepant, externalizing and severe.

The largest group, at 60.5% of the 2,344 adolescents, was made up of young people who were classified as "unaffected" by suicidal behavior.

The remaining 40% were found to be negatively affected in some way. The "internalizing" group (16.2%) persistently internalized problems and showed depressive symptoms, anxiety and withdrawal. The "discrepant" group (9.9%) experienced depressive symptoms and "psychotic-like experiences," but had not been recognized as having such problems by their caregivers. The "externalizing" group (9.6%) displayed hyperactivity, inattention and/or behavioral issues but few other problems.

Finally, the smallest group was categorized as "severe" (3.9%) and dealt with chronic difficulties of which their caregivers were aware, in particular psychotic-like experiences and obsessive-compulsive behavior.

Of all the groups, young people in the "discrepant" category were at highest risk of self-harm and suicidal thoughts. The researchers found that they could significantly predict who would be included in this group based on whether the child avoided seeking help for depression, and whether their caregiver also had a mental health problem.

The researchers suggest that the caregiver's mental state could impact the adolescent's mental health through both genetic factors and parenting environment, such as the caregiver's ability to pay attention to the difficulties an adolescent might face. Although this research has several limitations, it still enabled the team to identify a number of risk factors that could be used to predict which groups adolescents might fall into.

"In daily practice as a psychiatrist, I observed that existing diagnostic criteria often did not adequately address the diverse and fluid difficulties experienced by adolescents," said Nagaoka. "We aimed to better understand these difficulties so that appropriate support can be provided. Next we want to better understand how adolescents' psychopathological problems interact and change with the people and environment around them. Recognizing that numerous adolescents face challenges and serious issues, yet hesitate to seek help, we must establish supportive systems and structures as a society."