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Prediction of Chronic Stress and Protective Factors in Adults: Development of an Interpretable Prediction Model Based on XGBoost and SHAP Using National Cross-sectional DEGS1 Data
Bozorgmehr, Arezoo; Weltermann, Birgitta (2023-05-16)Background: Chronic stress is highly prevalent in the German population. It has known adverse effects on mental health, such as burnout and depression. Known long-term effects of chronic stress are cardiovascular disease, ... -
Small Changes in Patient Arrival and Consultation Times Have Large Effects on Patients' Waiting Times: Simulation Analyses for Primary Care
Grot, Matthias; Kugai, Simon; Degen, Lukas; Wiemer, Isabel; Werners, Brigitte; Weltermann, Birgitta (2023-01-18)(1) Background: Workflows are a daily challenge in general practices. The desired smooth work processes and patient flows are not easy to achieve. This study uses an operational research approach to illustrate the general ...