# Automatic depression severity assessment with deep learning using parameter-efficient tuning

> Research article (Frontiers in Psychiatry, 2023) · cited 30× · AI/ML

**Wikidata**: [openalex:W4380680685](https://www.wikidata.org/wiki/openalex:W4380680685)  
**Source**: https://4ort.xyz/entity/automatic-depression-severity-assessment-with-deep-learning-using-parameter-efficient-tuning