This project will identify interaction patterns with online video platforms that are indicative of suicide risk, focusing on YouTube and TikTok. Leveraging archival data including over 5 million interaction events collected from participants in previous research, we will use combinations of neural language models to identify suicide-related “like”, “search” and “watch” events. We will then assess the temporal relationships between suicide-related interaction events and suicidal ideation, behavior and mental health challenges reported by these participants. Building on these analyses, we will proceed to model patterns of interaction, differentiating between user-initiated (e.g. search) and algorithm-prompted (e.g. recommended content without a preceding search) content to characterize the ways in which intentional and algorithmically-driven behavior drive exposure to suicide-related content. In addition, we will develop a prototype of a privacy-preserving risk monitoring tool, which will detect interactions with concerning content and leverage light-touch intervention strategies to mitigate its impact.
Targeted Condition: Suicidal Ideation
Enhancing Suicide Care Monitoring and Intervention in Primary Care
This project outlines a comprehensive two-year initiative aimed at enhancing suicide care services in primary care settings. The project addresses a critical gap in the continuum of care by providing interim crisis support for at-risk patients who are waiting to be connected to specialty mental health. The main objectives of this project are to develop two innovative interventions intended to be delivered in a primary care setting: an adapted caring contacts protocol and a system to provide short-term, centralized remote monitoring of patient’s suicide risk. In designing these interventions, we intend to leverage technology such as digital/online platforms and remote monitoring systems that will support asynchronous patient check-ins. Finding innovative ways to offer support to patients in primary care settings where there is limited clinician time and typically an even more limited behavioral health workforce is imperative to creating a sustainable program. Therefore, our proposal intends to maximize the use of technology and focuses on self-guided and/or automated approaches.
This project uses a co-design approach to develop these interventions, where we will elicit input directly from patients and caregivers on the acceptability, feasibility, and appropriateness of these interventions. We hope this project will improve the timely support and management of suicide risk among primary care patients, ultimately enhancing services in outpatient settings while supporting the Least Restrictive Environment Framework, to enhance patient outcomes, reduce unnecessary referrals to overburdened emergency departments, and promote the overall well-being of patients and their families.
Adapting a brief suicide intervention for pediatric primary care: Enhancing uptake and impact
This project aims to partner with rural, urban, and suburban pediatric primary care practices in Western Washington to improve access and effectiveness of suicide prevention programs through adapting the SAFETY-A intervention for use in primary care settings. This project has the following aims: (1) assess needs of primary care staff, patients, and parents/caregivers for suicide prevention services in primary care, (2) iteratively design and refine a SAFETY-A based suicide prevention model of care prototype for primary care, (3) Pilot test the model of care, compared to treatment as usual, with 3 primary care clinics in rural, urban, and suburban settings.
Adaptation and co-design of a digital intervention for suicide prevention in primary care
Suicide is a leading cause of death among 10-to-24-year-olds. Primary Care (PC) often serves as a trusted resource for adolescents and young adults (AYA) and their families; and routine wellness visits provide important opportunities for early detection of suicide risk. Importantly, nearly half of those who die by suicide contact their PC clinic within one month prior to suicide. Unfortunately, suicide prevention resources for PC are limited, with a particular gap in short-term risk management and intervention services for lower risk patients and patients with STB who are waiting to be connected to specialty mental health care. Furthermore, parents/caregivers (hereafter referred to as parents) represent a key protective factor for suicidal AYA. Yet, few interventions have been developed to leverage parent support and increase parental self-efficacy to prevent AYA suicide. The current project partners with a digital mental health app, iKinnect, to adapt it for use in PC. iKinnect is designed to improve parent and AYA communication and parental selfefficacy to prevent risk behaviors, including suicide behaviors. The tool uses a parent and AYA paired interface and was originally designed for implementation with high-risk youth involved in the juvenile justice system. Intervention components include parent and AYA content including safety planning, skills for emotion management, parent coaching on lethal means restriction, expectation and goal setting, earning/providing rewards and praise, and modeling videos for parents. While promising, the program has yet to be tested with AYA presenting with suicide risk in PC.
Redesigning Dialectical Behavior Therapy (DBT) for Autistic Young Adults in Community Clinics
This project will 1) identify the unique barriers autistic young adults experience in accessing full-model Dialectical Behavior Therapy (DBT) for suicidal thoughts and behaviors and non-suicidal self-injury in community settings, 2) determine needed adaptations to DBT from the perspectives of service providers and recipients, and 3) user-test elements of a redesigned DBT protocol.
Evaluation and dissemination of the TRANSforming Families: Embracing Change with Teens Therapy Group
Transgender and gender diverse (TGD) adolescents experience 4-18 times higher rates of anxiety, 4-23 times higher rates of depression, 11-54 times higher rates of suicidal ideation, and 2-5 times higher rates of suicide attempts compared to their cisgender peers. Importantly, parents/guardians (i.e., caregivers) can have a significant impact on TGD adolescent mental health, with recent research suggesting that caregiver support and acceptance are associated with a 30-40% reduction in these mental health concerns.
Community-based support groups are common practice with TGD adolescents and families. However, group intervention programs that work specifically with caregivers are rare, and existing programs have not been formally evaluated. Therefore, the goal of this project is to evaluate TRANSforming Families: Embracing Change with Teens, a virtual, multi-family program that was developed by mental health providers in the Seattle Children’s Gender Clinic (SCGC), to understand its impact on caregiver support and acceptance and adolescent mental health. This partnership between SCGC mental health providers and researchers will represent one of the first formal evaluations of a group intervention program for caregivers of TGD adolescents, the results of which can inform future implementation and evaluation of this program in pediatric gender clinics across the United States.
A pilot trial on EMA habit formation behavioral strategies for improving engagement of digital mindfulness interventions among non-suicidal self-injury engagers
Non-suicidal self-injury (NSSI), the purposeful, direct damage of one’s body without the intent to die, is a pervasive public health concern with clinically significant long-term consequences. Mindfulness – a core skill in DBT, an evidence-based treatment for NSSI, is designed to target emotion dysregulation and rumination and may be particularly relevant due to the proliferation of digital mindfulness interventions in recent years. To this end, the goal of this study is to expand the use of ecological momentary assessment (EMA) and to develop and evaluate a program of habit-formation strategies (e.g., SMART-goal setting, reinforcement scheduling) to boost user engagement and treatment effects of DMI. Following a 1-week EMA baseline period, participants (N=40) will be randomized to either TAU (Mindfulness only) or Experimental (Mindfulness + Behavioral Prompts) conditions for a 4-week intervention EMA period.
Developing a pediatric telebehavioral health consultation model for emergency departments
As rates of pediatric mental health emergencies have skyrocketed over the last decade – and even more so since the Covid-19 pandemic – the number of youth staying in emergency departments (EDs) and medical units while awaiting inpatient psychiatric care or stabilization (i.e., “boarding”) has reached unprecedented levels. The massive surges in patient volume, coupled with widespread staff shortages and lack of staff expertise in treating mental health, are overwhelming ED and hospital resources. This causes dangerous or even life-threatening delays in care for youth populations in greatest need of medical and psychiatric treatment. Prolonged ED stays not only delay necessary mental health care, but they can cause additional trauma and distress for youth already in crisis. While the boarding crisis affects all hospitals and EDs, it poses an even greater challenge to community EDs that lack on-site mental health specialists and/or pediatric providers.
To address the boarding crisis, this project will pilot a model in which a multidisciplinary team of mental health clinicians at Seattle Children’s Hospital provides telebehavioral health consultation to community EDs in Western Washington to guide care for youth who are boarding. The primary goals of this model are (1) to improve timeliness of mental health care and reduce length of stay for youth boarding in community EDs, and (2) to support ED staff in providing more developmentally appropriate and evidence-informed mental healthcare. The Seattle Children’s team will provide case consultation to ED providers and staff, including support with decisions about hospitalization, medication treatment, behavioral interventions and case management services. The team will also deliver practical trainings to community ED staff to build their internal capacity to care for boarding youth. If this initiative is successful, additional funding could expand ED telebehavioral health consultation services statewide, with a focus on rural communities.
Optimizing mental health first-aid programming for sport coaches
Many sport organizations are increasingly vocal about the importance of athlete mental health. Helping organizations move beyond rhetoric to improved athlete wellbeing and safety requires evidence-based resources that are setting-appropriate and feasibly implemented.
This project will develop and obtain feasibility and acceptability data on “Time Out for Mental Health”—a mental health first aid training for sport coaches. This will be accomplished by adapting an existing evidence-based mental health first aid resource to the coach role and sport setting, working closely with a small group of coach partners. The team will focus on ensuring the training is considered useful and feasible by coaches who work in resource deprived school and community-settings given the heightened needs and challenges of youth in such settings, and will train coaches to deliver “Time Out for Mental Health”—to build organizational capacity. “Time Out for Mental Health”—has the potential to strengthen connections between sports organizations and school- and community-based mental health services for millions of adolescents as more than half of high school students play at least one organized school or community sport.
Decreasing engagement and transmission of suicide-related content on TikTok
In the US, approximately one in five adolescent and young adults have seriously thought about suicide and one in 11 have made a suicide attempt. Unfortunately, a third to half of adolescent and young adults who are experiencing suicidal and self-injurious thoughts do not seek professional help and when they do, there is a nationwide shortage of mental health professionals available to support them. When adolescent and young adults are in distress, many seek out support and validation through social media. Some content can be helpful and allow them to find a community where they feel connected, receive the support they need, or share effective coping strategies. Other content can be harmful by encouraging them to commiserate and share or promote harmful coping strategies.
TikTok is the most popular digital platform currently used by over 63% of US adolescent and young adults. Its content recommendation algorithms select and display highly personalized content to each individual user such that the more a user engages with a specific type of content, the more this content will be displayed to them. Many other social media platforms are developing similar content recommendation algorithms to increase user engagement. For adolescent and young adults who are experiencing suicidal thoughts and urges, these content recommendation algorithms can amplify their exposure to suicide-related content and increase suicide risk. The purpose of our project is to identify TikTok content and usage behaviors that increase suicide risk. These findings can inform the development of social media interventions for adolescent and young adults who are experiencing suicidal thoughts and urges.
