Using Psychologically-Informed Priors for Suicide Prediction in the CLPsych 2021 Shared Task

Keyphrases

• Shared Task 100%
• Informed Prior 100%
• Psychologically Informed 100%
• Suicide Prediction 100%
• Classification Accuracy 50%
• Suicide Attempt 50%
• Training Set 50%
• Overfitting 50%
• Unseen 50%
• Theory-driven 50%
• Prediction Task 50%
• Bayesian Modeling 50%
• Small Dataset 50%
• Twitter Feeds 50%
• Prior Domain Knowledge 50%

Psychology

• Domain Knowledge 100%
• Training Set 100%