Systematic review and meta-analysis of explainable machine learning models for clinical depression detection

Depression is among the most prevalent mental disorders, and its early detection is essential to improving therapeutic outcomes in psychotherapy. This systematic review and meta-analysis evaluated the accuracy, interpretability, and generalizability of supervised algorithms (SVM, Random Forest, XGBo...

• Glavni avtor: Trelles Urgiles, Francisco Ariosto (author)
• Format: article
• Izdano: 2025
• Teme: MACHINE LEARNING; DEPRESSION; EXPLAINABILITY
• Online dostop: http://repositorio.utmachala.edu.ec/handle/48000/25373