Automated Fall and Pressure Injury Risk Assessment Systems: Nurses' Experiences, Perspectives, and Lessons Learned

Documenting fall episodes: a scoping review

Documentation is an important measure for the management of fall risk because it concentrates the attention of professionals, raises awareness of the existence of fall risk factors, and promotes action to eliminate or minimize them. This study aimed to map the evidence on information to document episodes of falls in older adults. We opted for a scoping review, which followed the Joanna Briggs Institute protocol for this kind of study. The research question that guided the research strategy was "What recommendations emerge from the research on the documentation of falls of the older person?" The inclusion criteria defined were older adults who had at least one fall; nursing documentation after a fall has occurred; and nursing homes, hospitals, community, and long-term care. The search was performed on the following platforms: MEDLINE, CINAHL, Scopus, and Cochrane Database of Systematic Reviews in January 2022 and allowed the identification of 854 articles, which after analysis resulted in a final sample of six articles. The documentation of fall episodes should answer the following questions: Who? What? When? Where? How? Doing what? What was said? What were the consequences? and What has been done? Despite the recommendations for the documentation of fall episodes as a preventive measure for their recurrence, there are no studies evaluating the cost-effectiveness of this measure. Future studies should explore the association between fall documentation, fall recurrence prevention programs, and their impact on the prevalence rate of the second and subsequent falls, as well as the severity of injuries and fear of falling.

Decision-Tree-Based Approach for Pressure Ulcer Risk Assessment in Immobilized Patients

Applications where data mining tools are used in the fields of medicine and nursing are becoming more and more frequent. Among them, decision trees have been applied to different health data, such as those associated with pressure ulcers. Pressure ulcers represent a health problem with a significant impact on the morbidity and mortality of immobilized patients and on the quality of life of affected people and their families. Nurses provide comprehensive care to immobilized patients. This fact results in an increased workload that can be a risk factor for the development of serious health problems. Healthcare work with evidence-based practice with an objective criterion for a nursing professional is an essential addition for the application of preventive measures. In this work, two ways for conducting a pressure ulcer risk assessment based on a decision tree approach are provided. The first way is based on the activity and mobility characteristics of the Braden scale, whilst the second way is based on the activity, mobility and skin moisture characteristics. The results provided in this study endow nursing professionals with a foundation in relation to the use of their experience and objective criteria for quick decision making regarding the risk of a patient to develop a pressure ulcer.