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Correctly identifying an individual's social context from passively wornsensors holds promise for delivering just-in-time adaptive interventions(JITAIs) to treat social anxiety disorder. In this study, we present resultsusing passively collected data from a within-subject experiment that assessedphysiological response across different social contexts (i.e, alone vs. withothers), social phases (i.e., pre- and post-interaction vs. during aninteraction), social interaction sizes (i.e., dyadic vs. group interactions),and levels of social threat (i.e., implicit vs. explicit social evaluation).Participants in the study ($N=46$) reported moderate to severe social anxietysymptoms as assessed by the Social Interaction Anxiety Scale ($\geq$34 out of80). Univariate paired difference tests, multivariate random forest models, andfollow-up cluster analyses were used to explore physiological response patternsacross different social and non-social contexts. Our results suggest thatsocial context is more reliably distinguishable than social phase, group size,or level of social threat, but that there is considerable variability inphysiological response patterns even among these distinguishable contexts.Implications for real-world context detection and deployment of JITAIs arediscussed.

Wearable Sensor-based Multimodal Physiological Responses of Socially Anxious Individuals across Social Contexts