Causal model

  1. School aversion was linked to bullying, digital addiction, and suicide risk
    Causal modeling reveals school aversion as both a consequence and driver of multiple psychiatric risks in clinically referred adolescents, suggesting targets for clinical intervention.
  2. Framework for causal inference with digital behavioral data
    Framework for establishing valid causal inference from digital behavioral data, addressing limitations of found data through design controls and analytical methods.