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A socially assistive robot to support mental wellbeing in LGBTQ+ young people at risk of self-harm: a randomized controlled trial
Abstract
LGBTQ+ youth commonly have unmet mental health needs and are at elevated risk for self-harm, yet many face persistent institutional barriers to accessing support. One impactful way to reduce risk and promote wellbeing is by supporting emotion regulation; that is, the process by which individuals can influence which emotions they feel, when they feel them and how they experience or express these emotions. This universal, modifiable process is widely considered a key transdiagnostic target for mental ill-health prevention and intervention efforts. We conducted a randomized controlled trial using Purrble, a socially assistive robot designed to provide in-the-moment emotion regulation support through intuitive tactile interaction. Between 12 January and 1 September 2024, 153 LGBTQ+ youth with self-harm ideation were randomized 1:1 to receive Purrble and safety planning (Purrble + SP) or safety planning alone (SP-Only), stratified by gender identity (50.3% transgender/gender diverse). Data were collected over 13 weeks, with data collection closing on 22 October 2024. The primary outcome was perceived emotion regulation difficulties at follow-up, adjusted for baseline, gender identity and age. Participants allocated to the Purrble intervention reported fewer emotion regulation difficulties at follow-up than those allocated to safety planning alone (adjusted mean difference: –3.04; 95% confidence interval (CI): −4.92 to −1.16; P = 0.002; partial η 2 = 0.07). For secondary outcomes, participants in the Purrble intervention also reported significantly lower symptoms of anxiety and depression, but no significant main effect was observed for self-harm. No serious Purrble-related adverse events were observed. Purrble may offer a scalable intervention to complement existing therapeutic approaches to support LGBTQ+ youth to enhance their emotion regulation. ClinicalTrials.gov: NCT06025942 .
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“Results published in Nature Medicine (Williams et al., 2026) showed that the Purrble group reported significantly fewer emotion regulation difficulties and lower anxiety and depression compared to the control group, though no significant effect on selfharm itself was detected.”
From Artificial intelligence and immersive technologies for LGBTQ+ youth: a narrative review (2026) · cites this paper as Williams et al., 2026
In the citing paper
“Williams et al. (2026) conducted a large preregistered randomized controlled trial in the United Kingdom using Purrble, a socially assistive robot designed to support emotion regulation.”
From Artificial intelligence and immersive technologies for LGBTQ+ youth: a narrative review (2026) · cites this paper as Williams et al., 2026
In the citing paper
“Results published in Nature Medicine (Williams et al., 2026) showed that the Purrble group reported significantly fewer emotion regulation difficulties and lower anxiety and depression compared to the control group, though no significant effect on selfharm itself was detected.”
From Artificial intelligence and immersive technologies for LGBTQ+ youth: a narrative review (2026) · cites this paper as Williams et al., 2026
In the citing paper
“The trial recruited 153 LGBTQ+ youth with self-harm ideation, of whom over 50% identified as transgender or gender diverse.”
From Artificial intelligence and immersive technologies for LGBTQ+ youth: a narrative review (2026) · cites this paper as Williams et al., 2026
In the citing paper
“Gender identity was used as a stratification variable in randomization, and the condition by gender identity interaction on the primary outcome was not statistically significant, indicating that the benefit did not differ detectably between transgender or gender diverse and cisgender participants.”
From Artificial intelligence and immersive technologies for LGBTQ+ youth: a narrative review (2026) · cites this paper as Williams et al., 2026
In the citing paper
“Gender identity was used as a stratification variable in randomization, and the condition by gender identity interaction on the primary outcome was not statistically significant, indicating that the benefit did not differ detectably between transgender or gender diverse and cisgender participants.”
From Artificial intelligence and immersive technologies for LGBTQ+ youth: a narrative review (2026) · cites this paper as Williams et al., 2026
In the citing paper
“The Williams et al. (2026) RCT published in Nature Medicine is a notable exception: a preregistered and adequately powered trial showing benefit for emotion regulation, anxiety, and depression, though not for selfharm itself.”
From Artificial intelligence and immersive technologies for LGBTQ+ youth: a narrative review (2026) · cites this paper as Williams et al. (2026)
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Cited by
Sorted by citations
Artificial intelligence and immersive technologies for LGBTQ+ youth: a narrative review
Shekarchi, R., Eleuteri, S., Saladino, V., Calaresi, D., Giordano, F., & Prunas, A. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.2002054
Metadata
- Authors
- Williams, A. J., Rhodes, C. A., Cleare, S., Borschmann, R., Gross, J. J., Petrova, K., Posada, L., Tench, C. R., Chapman-Nisar, A., Martin, L., Hollis, C., Townsend, E., Slovak, P., & on behalf of Digital Youth research team
- Venue
- Nature Medicine
- Published
- 2026-06
- Volume
- 32
- Issue
- 6
- Pages
- 2267-2276
- ISSN
- 1078-8956
- 1546-170X
- PMC
- PMC13279257
- Cited by
- 2
- References
- 21
- Language
- en
- Funders
- RCUK | Medical Research Council (RE23499, RE19205)
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