Evaluation of Machine Learning Algorithms for Pressure Injury Risk Assessment in a Hospital with Limited IT Resources.

Clinical decision support systems for Nursing Process (NP-CDSSs) help resolve a critical challenge in nursing decision-making through automating the Nursing Process. NP-CDSSs are more effective when they are linked to Electronic Medical Record (EMR) Data allowing for the computation of Risk Assessment Scores. Braden scale (BS) is a well-known scale used to identify the risk of Hospital-Acquired Pressure Injuries (HAPIs). While BS is widely used, its specificity for identifying high-risk patients is limited. This study develops and evaluates a Machine Learning (ML) model to predict the HAPI risk, leveraging EMR readily available data. Various ML algorithms demonstrated superior performance compared to BS (pooled model AUC/F1-score of 0.85/0.8 vs. AUC of 0.63 for BS). Integrating ML into NP-CDSSs holds promise for enhancing nursing assessments and automating risk analyses even in hospitals with limited IT resources, aiming for better patient safety.

Leveraging Nursing Assessment for Early Identification of Post Operative Gastrointestinal Dysfunction (POGD) in Patients Undergoing Colorectal Surgery.

Background: Postoperative gastrointestinal dysfunction (POGD) remains a common morbidity after gastrointestinal surgery. POGD is associated with delayed hospital recovery, increased length of stay, poor patient satisfaction and experience, and increased economic hardship. The I-FEED scoring system was created by a group of experts to address the lack of a consistent objective definition of POGD. However, the I-FEED tool needs clinical validation before it can be adopted into clinical practice. The scope of this phase 1 Quality Improvement initiative involves the feasibility of implementing percussion into the nursing workflow without additional burden. Methods: All gastrointestinal/colorectal surgical unit registered nurses underwent comprehensive training in abdominal percussion. This involved understanding the technique, its application in postoperative gastrointestinal dysfunction assessment, and its integration into the existing nursing documentation in the Electronic Health Record (EHR). After six months of education and practice, a six-question survey was sent to all inpatient GI surgical unit nurses about incorporating the percussion assessment into their routine workflow and documentation. Results: Responses were received from 91% of day-shift nurses and 76% of night-shift registered nurses. Overall, 95% of the nurses were confident in completing the abdominal percussion during their daily assessment. Conclusion: Nurses' effective use of the I-FEED tool may help improve patient outcomes after surgery. The tool could also be an effective instrument for the early identification of postoperative gastrointestinal dysfunction (POGD) in surgical patients.

Data Preparation for Supervised Learning: Improving Nursing Situation Awareness to Reduce Healthcare-Acquired Urinary Tract Infection.

Situation awareness (SA) is an important non-technical skill for nurses. Nurses interact directly with patients and review their clinical signs. If we improve nurses' SA, they will likely detect clinical changes and prevent patient harm. A clinical endeavor that can benefit from improved nurses' SA is the prevention of Healthcare-Acquired Urinary Tract Infection (HAUTI). Electronic Health Records contain comprehensive nursing assessment data that researchers can use to analyze trends and provide a context-based understanding of the infection risk factors. We conducted a study that involved extracting nursing assessment data and preparing it for supervised learning algorithms and predicting HAUTI. In this paper, we share the methods we used to prepare the data for supervised learning algorithms and present the challenges related to data missingness.

Seafood poisoning.

ABSTRACT: Seafood poisoning is common worldwide but is relatively unknown by clinicians and the general public and can be confused with other causes. This article discusses two common seafood poisoning cases-ciguatera and scombroid poisoning-and offers recommended nursing considerations.

Acute chest syndrome in sickle cell disease.

ABSTRACT: Sickle cell disease (SCD) is an autosomal recessive disorder altering the shape of red blood cells, causing harmful obstructions in blood vessels, therefore altering normal blood flow. SCD can escalate quickly into acute chest syndrome (ACS), a life-threatening complication that requires immediate care. This article discusses the pathophysiology, assessment, diagnosis, and treatment of ACS, as well as nursing care and patient education.

Assessment and examination of the respiratory system.

This article aims to outline the fundamental principles of consultations with and clinical assessments of patients with symptoms that may be indicative of respiratory system pathology. The article explores how to perform a respiratory system-focused patient history and physical examination. An evaluation of clinical 'red flags' to reduce the risk of omitting serious illness is also considered, alongside the exploration of features of respiratory pathology and evidence-based clinical decision-making tools that may be used to support clinical diagnosis.

Registered general nurses' health assessment practices in a tertiary hospital: A focused ethnography study.

AIM: To explore the assumptions and values that influence nursing health assessment practices among registered general nurses in general medical and surgical wards. DESIGN: The study was designed as a focused ethnography. METHODS: A semi-structured interview guide was used to explore prevailing nursing health assessment practices of 13 registered general nurses in an attempt to explore the assumptions and values influencing health assessment practices in the study setting. Data were analysed inductively using an interpretive qualitative content analysis method. RESULTS: Nursing health assessment practices, and underlying assumptions and values were underpinned by a central theme of a culture of low expectation relating to nursing health assessment. The culture of low expectation was highlighted in five themes: (1) Unsystematic Assessment of Health Status, (2) Purpose of Nursing Health Assessment, (3) The Role of Nursing Educational and Regulatory Institutions, (4) Ward Ethos and (5) The Role of Organizational and Ward Leadership. IMPLICATION: The adoption of a holistic nursing health assessment framework with a clearly defined purpose of aiding nursing diagnoses can guide patient-centred care delivery and facilitate early recognition of physiological deterioration. PATIENT OR PUBLIC CONTRIBUTION: Thirteen registered general nurses were interviewed, and the initial findings returned to them for validation. CONCLUSION: The potential contribution of nursing health assessment to nursing practice and patient outcomes may not be fully realized if nursing health assessment is not situated within a holistic health assessment model with a clearly defined purpose for nursing practice.

Development and validation of meta-measurement instruments: A methodological approach.

A valid and reliable nursing assessment is essential for identifying required care and ensuring patient safety. The convenience of conducting a comprehensive assessment of the patient has led to a significant increase in assessment tools that may slow down the process. Nevertheless, the possibility of consolidating various instruments that measure common or similar constructs into a meta-instrument is considered an alternative that could enhance assessment efficiency. A meta-instrument can be defined as a measurement tool that consolidates other instruments based on measuring related constructs and sharing dimensions or items, aiming to achieve a more parsimonious measurement. Literature on such assessment tools is scarce, and there are numerous options for their construction and initial validation. Additionally, it is advisable to confirm their psychometric properties and ensure that they maintain, at the very least, the same diagnostic capacity as the original instruments. This article presents a proposal for the phases to follow in constructing meta-instruments, along with various methodological alternatives that can be employed based on the characteristics of the original instruments and the purpose of creating the meta-instrument. Furthermore, special attention is given to the checklists that should be used to study the psychometric properties and diagnostic capacity of the meta-instruments. Finally, future lines of research and challenges in the development of nursing assessment meta-instruments are discussed.

Animal and human bites: Navigating evaluation and care.

ABSTRACT: Patients who have experienced animal or human bites may present for care in a number of settings with a variety of injuries requiring different approaches to treatment and management. Because animal and human bites range in severity and can result in a host of sequelae, their evaluation and management can be complex. In caring for patients with an animal or human bite, NPs must consider the many factors relevant to such an injury.

The need for acute assessments in home healthcare - Swedish registered nurses' experiences.

PURPOSE: The study aims to describe Swedish RNs' experiences of acute assessments at home. More patients with complex nursing needs are cared for at home due to an ageing population. Registered nurses (RNs) who work with home healthcare need a broad medical competence and clinical experience alongside adapted decision support systems for maintaining patient safety in acute assessments within home healthcare. METHODS: A content analysis of qualitative survey data from RNs (n = 19) working within home healthcare in Sweden. RESULTS: There were challenges in the acute assessments at home due to a lack of competence since several of the RNs did not have much experience working as an RN in home healthcare. Important information was missing about the patients, such as access to medical records due to organizational challenges and limited access to equipment and materials. The RNs needed support in the form of cooperation with a physician, support from colleagues, and a decision support system. CONCLUSION: To increase the possibility of patient-safe assessments at home, skills development, collegial support, and an adapted decision support system are needed. Collaboration with primary healthcare, on-call physicians, and nursing staff, and having the opportunity to consult with someone also provide security in acute assessments.

Daily weight monitoring for inpatients receiving chemotherapy.

ABSTRACT: Unlike intake and output documentation, which is often inaccurate and inconsistent, daily weight measurement is a reliable method to assess fluid volume status. Daily weight assessment and monitoring are crucial for preventing volume overload in patients receiving chemotherapy in the inpatient setting.

[Design of a nursing assessment instrument during pregnancy monitoring in Primary Health care and the validation of its content]. / Diseño de un instrumento de valoración enfermera para el seguimiento de embarazo en Atención Primaria de salud y la validación de su contenido.

OBJECTIVE: This research aims to develop a nursing assessment tool, based on Gordon's Health Functional Patterns, through a content validation by a committee of experts, applying a Delphi technique. DESIGN: An assessment instrument with 53 items has been designed. SITE: It is carried out within the framework of a doctoral thesis, for its implementation by midwives of Primary Health Care. PARTICIPANTS: The committee was made up of 16 professionals with a hide clinical, teaching and research experience who all participated in the entire validation process. INTERVENTION: It has been assessed as a whole and in each of the items through four rounds of consultations, establishing a positive assessment of more than 60% to accept each item, as well as incorporating the suggestions provided by the committee. The final version had to reach a unanimous consensus. MAIN MEASUREMENTS: All items were accepted with a score higher than 60%. RESULTS: There were no contradictions between the inputs provided by the experts, so all of them were integrated into the final version that has a 100% approval by the committee. CONCLUSION: After this process, a new assessment tool is presented to be applied by primary care midwives in the pregnancy monitoring. The questionnaire has been piloted with 50 pregnant women, determining the most prevalent nursing diagnoses, establishing the workload for the midwife of her implementation of individualized care plans to improve some health indicators of pregnant women.

[Better assessment, better care: Quetci, a questionnaire for assessing cognitive disorders in nursing practice]. / Mieux évaluer, mieux soigner : le Quetci, un questionnaire d'évaluation des troubles cognitifs IDE.

Cognitive disorders can have significant repercussions on the quality of care and daily life for patients. We have developed a new tool specifically designed for nursing practice to identify these problems in patients with brain tumors. The Cognitive Impairment Assessment Questionnaire for nursing practice is an objective, quick and easy-to-administer tool that is readily accepted by patients.

Development and Implementation of a Pediatric Nursing Emergency Behavioral Health Assessment Tool.

INTRODUCTION: The national pediatric mental and behavioral health crisis dramatically increased emergency department mental and behavioral health visits and changed emergency nursing practice. Acuity assessment determines patient severity level and supports appropriate resources and interventions. There are no established nursing tools that assess pediatric mental or behavioral health acuity in the emergency department setting. Our goal was to develop and implement the novel pediatric emergency nurse Emergency Behavioral Health Acuity Assessment Tool. METHODS: This quality-improvement project used the plan, do, study, act model to design/refine the Emergency Behavioral Health Acuity Assessment Tool and a non-experimental descriptive design to assess outcomes. The setting was a 47-bed urban level 1 pediatric trauma center with more than 60,000 annual visits. The team designed the tool using published evidence, emergency nurse feedback, and expert opinion. The tool objectively captured patient acuity and suggested acuity-specific nursing interventions. Project outcomes included acuity, length-of-stay, restraint use, and patient/staff injuries. Analyses included descriptive statistics and correlations. RESULTS: With over 3000 annual mental/behavioral-related visits, the emergency department had an average daily census of 23 mental and behavioral health patients. Implementation occurred in August 2021. The Emergency Behavioral Health Acuity Assessment Tool dashboard provided the number of patients, patient location, and acuity. Length-of-stay did not change; however, patient restraint use and patient/staff injuries declined. Number of restraints positively correlated with moderate acuity levels (r = 0.472, P = 0.036). DISCUSSION: For emergency nurses, the Emergency Behavioral Health Acuity Assessment Tool provided an objective measure of patient acuity. Targeted interventions can improve the care of this population.

Nursing assessment and care for a patient with a neurological disorder.

The previous article discussed the pathophysiology involved in disorders of the nervous system. Having considered some of the most prevalent disorders, this second part uses a case study to explore effective patient assessment and emphasise the importance of facilitating patient self-management for improved outcomes. By addressing these key aspects, nursing professionals can enhance the quality of care and the support provided to individuals experiencing neurological disorders.

Construction of a nursing assessment framework for patients in anaesthesia recovery period: A modified Delphi study.

AIM: To construct a nursing assessment framework for patients in anaesthesia recovery period. DESIGN: A three-round modified Delphi method was employed to capture the consensus of 22 panellists. METHODS: The initial items in the nursing assessment framework for patients in anaesthesia recovery period were developed based on the mini-clinical evaluation exercise (mini-CEX). A panel of 22 experts participated in this study. The panellists have more than 10 years of experience in either clinical anaesthesia, or post-anesthesia nursing, or operating room nursing, or surgical intensive nursing. Between March and April 2023, the panellists evaluated and recommended revisions to the initial framework. RESULTS: This study resulted in the development of a nursing assessment framework for patients in anaesthesia recovery period. The initial version of the framework consisted of six dimensions with 27 items. Six items were modified after the first round of consultation. After the second round, five modifications and four deletions were made based on expert opinion. The third round resulted in a convergence of expert opinion. The framework, which consists of 24 items across five dimensions, was refined. The five dimensions are as follows: History-taking, Physical assessment, Clinical judgement, Organizational efficiency and Humanistic concern. CONCLUSION: The nursing assessment framework for patients in anaesthesia recovery period was reached consensus between the 22 experts' opinions. IMPLICATIONS FOR THE PROFESSION AND PATIENT CARE: The assessment framework constructed in this study could be used for the process evaluation of post-anesthesia nursing. The framework may guide perianesthesia nurses in the timely and effective assessment of patients during this critical phase of care. It may be used for perianesthesia nursing education or to evaluate nurses' assessment skills. REPORTING METHOD: The study is reported in accordance with the Guidance on Conducting and Reporting DElphi Studies (CREDES) recommendations. PATIENT OR PUBLIC CONTRIBUTION: No patient or public contribution.

Blunt mechanism chest wall injury: initial patient assessment and acute care priorities.

Blunt mechanism chest wall injury (CWI) is commonly seen in the emergency department (ED), since it is present in around 15% of trauma patients. The thoracic cage protects the heart, lungs and trachea, thereby supporting respiration and circulation, so injury to the thorax can induce potentially life-threatening complications. Systematic care pathways have been shown to improve outcomes for patients presenting with blunt mechanism CWI, but care is not consistent across the UK. Emergency nurses have a crucial role in assessing and treating patients who present to the ED with blunt mechanism CWI. This article discusses the initial assessment and acute care priorities for this patient group. It also presents a prognostic model for predicting the probability of in-hospital complications following blunt mechanism CWI.

Femoral fracture in the elderly: dependence on nursing care

Introduction: Due to the aging of the population, nursing processes have been adapted to these patients, who require a high level of care and guidance. Objective: Analyzing the degree of dependence on nursing care by elderly patients (65 years or older) with femur fractures. Materials and Methods: retrospective, with a quantitative approach, carried out in a private hospital from April 2021 to April 2022. The sample comprehends 41 patients, analyzed epidemiological data and degree of dependence Study of nursing care during hospitalization, environment of hospitalization and discharge, according to the SCP. Results: Composed of 41 patients, mean age of 84 years and female predominance (75.61%). With regard to fractures, there was a greater occurrence due to falls from standing height and predominance of neck fractures, with an average time until surgery of less than 16 hours. Systemic Arterial Hypertension and Diabetes Mellitus were predominant. The average of the SCP estimates presented 24.26 in the 1st, 26.12 in the 2nd and 26.24 in the 3rd. The length of hospital stay was 7 days and no deaths were reported. Discussion: The findings on sociodemographic data, reasons for falls, location, comorbidities, degree of dependence and length of hospital stay are similar to those available in databases. They differ, in better quality, under time until surgery and clinical. Conclusions: The study presents specific knowledge to carry out the care of the intra-hospital nursing process, thus allowing the systematization of the team's assistance.