Suicide Risk Assessment and Prevention: A Systematic Review Focusing on Veterans
Psychiatric services (Washington, DC)(2017)
Oregon Hlth & Sci Univ | Univ Southern Mississippi
- Pretraining has recently greatly promoted the development of natural language processing (NLP)
- We show that M6 outperforms the baselines in multimodal downstream tasks, and the large M6 with 10 parameters can reach a better performance
- We propose a method called M6 that is able to process information of multiple modalities and perform both single-modal and cross-modal understanding and generation
- The model is scaled to large model with 10 billion parameters with sophisticated deployment, and the 10 -parameter M6-large is the largest pretrained model in Chinese
- Experimental results show that our proposed M6 outperforms the baseline in a number of downstream tasks concerning both single modality and multiple modalities We will continue the pretraining of extremely large models by increasing data to explore the limit of its performance

Childhood Determinants of Suicidality: Comparing Males in Military and Civilian Employed Populations
被引用11
Prediction Models for Suicide Attempts and Deaths: A Systematic Review and Simulation.
被引用356
Evaluation of the Safety and Design of Community Internet Resources for Veteran Suicide Prevention.
被引用4
Psychiatric Risk Assessment from the Clinician’s Perspective: Lessons for the Future
被引用6
被引用9
Fearlessness about Death Does Not Differ by Suicide Attempt Method
被引用6
被引用6
Effectiveness of Suicide Prevention Interventions: A Systematic Review and Meta-Analysis.
被引用98
被引用5
Veteran Suicide Risk Reduction: A Recommendation for Practice
被引用3
被引用16
Revisiting Evidence of Primary Prevention of Suicide among Adult Populations: A Systematic Overview.
被引用8
Warzone Experiences and Subsequent Clinician Suicide Risk Assessment in Veterans
被引用0
A Population-Wide Analysis of the Familial Risk of Suicide in Utah, USA
被引用2
被引用14
PREVENTATIVE STRATEGIES FOR VETERAN SUICIDE IN AUSTRALIA: CURRENT STATE OF THE EVIDENCE
被引用0
被引用2
被引用0
被引用0
Evaluating Suicide Risk Stratification in Outpatient Settings: A Vignette-Based Approach
被引用0