Table 1 Logistic Regression Results: Key Predictors of Imminent Suicide Risk Chats (IMSR).
From: Predicting imminent suicide risk in a crisis hotline chat using machine learning
Feature language representations | Odds ratio | p Value | 95% CI |
|---|---|---|---|
Active suicidal ideation with specific plan and intent | 1.767 | 0.00 | (1.620, 1.928) |
Suicidal ideation | 1.301 | 0.00 | (1.199, 1.410) |
Pain tolerance | 1.212 | 0.00 | (1.098, 1.337) |
Deliberate self-harm | 1.143 | 0.00 | (1.056, 1.237) |
Cognitive rigidity | 1.185 | 0.00 | (1.077, 1.302) |
Impulsivity | 1.081 | 0.00 | (1.003, 1.165) |
Loneliness | 1.159 | 0.04 | (1.058, 1.269) |
Perceived burdensomeness | 0.881 | 0.03 | (0.786, 0.985) |
Emotional pain | 0.872 | 0.01 | (0.784, 0.970) |
Irritability | 0.815 | 0.00 | (0.700, 0.946) |
Sexual harassment | 0.819 | 0.01 | (0.732, 0.917) |
Depressive symptoms | 0.813 | 0.00 | (0.736, 0.898) |
Absenteeism | 0.668 | 0.00 | (0.570, 0.781) |
