Natural Language Processing for Work-Related Stress Detection Among Health Professionals: Protocol for a Scoping Review.

BACKGROUND: There is an urgent need worldwide for qualified health professionals. High attrition rates among health professionals, combined with a predicted rise in life expectancy, further emphasize the need for additional health professionals. Work-related stress is a major concern among health professionals, affecting both the well-being of health professionals and the quality of patient care. OBJECTIVE: This scoping review aims to identify processes and methods for the automatic detection of work-related stress among health professionals using natural language processing (NLP) and text mining techniques. METHODS: This review follows Joanna Briggs Institute Methodology and PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews) guidelines. The inclusion criteria for this scoping review encompass studies involving health professionals using NLP for work-related stress detection while excluding studies involving other professions or children. The review focuses on various aspects, including NLP applications for stress detection, criteria for stress identification, technical aspects of NLP, and implications of stress detection through NLP. Studies within health care settings using diverse NLP techniques are considered, including experimental and observational designs, aiming to provide a comprehensive understanding of NLP's role in detecting stress among health professionals. Studies published in English, German, or French from 2013 to present will be considered. The databases to be searched include MEDLINE (via PubMed), CINAHL, PubMed, Cochrane, ACM Digital Library, and IEEE Xplore. Sources of unpublished studies and gray literature to be searched will include ProQuest Dissertations & Theses and OpenGrey. Two reviewers will independently retrieve full-text studies and extract data. The collected data will be organized in tables, graphs, and a qualitative narrative summary. This review will use tables and graphs to present data on studies' distribution by year, country, activity field, and research methods. Results synthesis involves identifying, grouping, and categorizing. The final scoping review will include a narrative written report detailing the search and study selection process, a visual representation using a PRISMA-ScR flow diagram, and a discussion of implications for practice and research. RESULTS: We anticipate the outcomes will be presented in a systematic scoping review by June 2024. CONCLUSIONS: This review fills a literature gap by identifying automated work-related stress detection among health professionals using NLP and text mining, providing insights on an innovative approach, and identifying research needs for further systematic reviews. Despite promising outcomes, acknowledging limitations in the reviewed studies, including methodological constraints, sample biases, and potential oversight, is crucial to refining methodologies and advancing automatic stress detection among health professionals. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): PRR1-10.2196/56267.

Competencies of nurse practitioners in family practices: A scoping review.

AIMS AND OBJECTIVE: To explore the existing literature related to nurse practitioner (NP) competencies in family practices and to examine the evidence and develop a list of competencies. BACKGROUND: The integration of NPs into the healthcare system is at different stages of progress around the world. Therefore, an overview and clarification of competencies are important to ensure successful implementation of new roles in existing healthcare systems. However, detailed knowledge is lacking about the competencies of NPs in adult care in family practices. DESIGN AND METHODS: We conducted a scoping review in accordance with the JBI methodology for scoping reviews and the PRISMA-ScR guidelines. We considered studies published in English, German or French from 1965 to the present. Databases searched included MEDLINE, CINAHL, Web of Science and PsycINFO. Sources of grey literature that were searched included ProQuest Dissertations and Theses, OpenGrey and websites of national NP organisations. Two reviewers retrieved full-text studies and extracted data independently. We described the competencies using Hamric's model of advanced practice nursing. RESULTS: We included 23 publications. Competencies in direct clinical practice were described most often particularly pertaining to nursing or medical tasks. Indirect care activities were frequently mentioned. Less information was found regarding competencies in leadership, ethical decision-making and evidence-based practice. We found elementary and extended competencies required to perform the role in family practices. Depending on the country, the role was either emerging or already well-established. CONCLUSIONS AND RELEVANCE TO CLINICAL PRACTICE: This review provides insight into current knowledge about competencies of NP in family practices. The identified competencies can be used to develop job descriptions or to conceptualise professional development programmes in countries where such roles are just recently emerging. A list of competencies will promote a common understanding of the NP role and to help clarify interprofessional collaboration in clinical practice.

[The contribution of advanced practice nurses in Swiss family practices: Multiple case study design]. / Der Beitrag von Advanced Practice Nurses in Schweizer Hausarztpraxen.

The contribution of advanced practice nurses in Swiss family practices: Multiple case study design Abstract. Background: The increase in chronic diseases, multimorbidity and shortage of health professionals make it essential to adapt primary health care. New models of care are needed which are oriented towards patient needs and thus ensure comprehensive care for chronically ill people. In this context, there is great potential for the use of advanced practice nurses in Swiss family practices. Aims: In this study we investigated the contribution of advanced practice nurses in the interprofessional context in two family practices. Methods: We conducted a multiple case study design. We investigated two advanced practice nurses, located in family practices in rural and in mountainous regions. We used qualitative and quantitative methods. As an intermediate step, within-case analyses were performed and we summarized data inductively to create case vignettes. Results: The cases showed that advanced practice nurses contribute to self-management, prevention and health promotion in complex, stable and unstable patients. These areas have not been covered adequately by other health professionals in family practices. They strengthened interface management through hybrid employment and flexible, addressee-appropriate communication. Conclusions: Similarities and differences between family practices with and without new professional roles should be elicited to specifically identify gaps in care for the chronically ill.

Competencies and scope of practice of nurse practitioners in primary health care: a scoping review protocol.

OBJECTIVE: The objective of this scoping review is to explore existing literature about nurse practitioners' competencies and scope of practice in primary health care in order to examine and conceptually map the evidence and identify gaps in the literature. INTRODUCTION: To meet growing health care needs, current primary health care models have expanded to include nurse practitioners. The integration of nurse practitioners in primary health care is challenging. This is mainly due to the lack of a unified definition of the role, competencies, or clear criteria to determine scope of practice. INCLUSION CRITERIA: This scoping review will consider studies addressing nurse practitioner practice in primary health care. The focus lies on nurse practitioner competencies (eg, core competencies or practice activities) and scope of practice (eg, areas of responsibility or legally defined professional boundaries). Studies that were conducted in primary health care settings in rural, urban, and suburban regions where nurse practitioners are employed will be included. METHODS: Studies published in English, German, or French from 1965 to present will be considered. The databases to be searched include PubMed, CINAHL, Web of Science, and PsycINFO. Sources of unpublished studies and gray literature to be searched will include ProQuest Dissertations and Theses, OpenGrey, and websites of national nurse practitioner organizations. Retrieval of full-text studies and data extraction will be performed independently by two reviewers. The extracted data will be presented in tables or graphs, with an accompanying narrative summary.