ABSTRACT
(1) Background: International cancer treatment guidelines recommend low-threshold psycho-oncological support based on nurses' routine distress screening (e.g., via the distress thermometer and problem list). This study aims to explore factors which are associated with declining psycho-oncological support in order to increase nurses' efficiency in screening patients for psycho-oncological support needs. (2) Methods: Using machine learning, routinely recorded clinical data from 4064 patients was analyzed for predictors of patients declining psycho-oncological support. Cross validation and nested resampling were used to guard against model overfitting. (3) Results: The developed model detects patients who decline psycho-oncological support with a sensitivity of 89% (area under the cure of 79%, accuracy of 68.5%). Overall, older patients, patients with a lower score on the distress thermometer, fewer comorbidities, few physical problems, and those who do not feel sad, afraid, or worried refused psycho-oncological support. (4) Conclusions: Thus, current screening procedures seem worthy to be part of daily nursing routines in oncology, but nurses may need more time and training to rule out misconceptions of patients on psycho-oncological support.
Subject(s)
Neoplasms , Stress, Psychological , Humans , Stress, Psychological/diagnosis , Neoplasms/therapy , Anxiety , Patients , FearABSTRACT
Advance Care Planning in Swiss Nursing Homes: Results of a Focus Group Study Abstract. Advance Care Planning (ACP) is a standardized consultation process in which patients define their therapy goals for future medical treatments with the help of a qualified health care facilitator. This way, ACP increases the probability that patients' wishes are fulfilled in case of decisional incapacity. The aim of this study was to implement a previously tested Swiss ACP program in two Swiss nursing homes to better understand the resulting processes, chances and difficulties. For this purpose focus group interviews were conducted after first implementation steps. The results show that an ACP implementation needs and must be coordinated with an approach covering the entire health system.
