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    Item type:Publication,
    Relationship Between the Nurse–Patient Ratio and Adverse Events in Conventional Hospitalization Units in a Third‐Level Hospital
    (Wiley, 2025-11-19)
    Fernández-Sánchez, Juan David
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    Ortiz-Diaz, Verónica
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    Molina-Alarcón, Milagros
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    Lozano-Hernández, Cristina M.
    Nurse staffing in hospital inpatient units varies by country and region, highlighting the need for more equitable, evidence-based planning to measure workload based on complexity, thus enabling appropriate staffing in these units. The objective of this study is to determine the relationship between the nurse-to-patient ratio and the incidence of adverse events in adult conventional inpatient units. A descriptive, cross-sectional observational study with an analytical approach was conducted to calculate the relationship between the nurse-to-patient ratio and adverse events in conventional inpatient units at a tertiary care hospital, the Albacete University Hospital Complex (CHUA), from 2018 to 2023, analyzing a total of 113,117 patients. The 24-h median nurse-to-patient ratio was slightly higher in surgical units (11.35) than in medical units (10.79). Spearman's correlation analysis identified significant relationships (rho > 0.4) between the 24-h nurse-to-patient ratio and events such as hospital-acquired pressure injuries (HAPIs), community-acquired pressure injuries, and mortality. However, the multiple linear regression analysis focused on HAPI as the dependent variable, excluding mortality due to its multifactorial nature and community-acquired injuries as they predated admission. The linear regression results showed that for every one-point increase in the 24-h nurse-to-patient ratio, the probability of HAPI increased by 1.94%. Additionally, the probability of HAPI decreased by 2.63% in surgical units compared with medical units. When analyzing the units separately, the relationship was more pronounced in medical units: a one-point increase in the 24-h ratio was associated with a 2.81% increase in the likelihood of HAPI. In surgical units, the 24-h ratio did not show a significant relationship with HAPI, with the patient turnover index being the relevant predictor. The findings confirm that the operational nurse-patient ratios in Spain position the system in a state of room for improvement regarding safety and economic efficiency. The differences observed between medical and surgical units underscore the necessity for staffing policies not to be uniform but rather to become dynamic and contextualized to optimize clinical outcomes and resource management.
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    Item type:Publication,
    Cross-cultural adaptation and psychometric evaluation of the individual workload perception scale-revised (IWPS-R) in Spanish nurses
    (Elsevier BV, 2026-03-03)
    Fernández-Sánchez, Juan David
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    Pérez-Rodríguez, Inmaculada
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    Molina-Alarcón, Milagros
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    Redondo-Perez, Natan
    Objective: To adapt the Individual Workload Perception Scale-Revised (IWPS-R) into Spanish and evaluate its psychometric properties among nursing professionals. Methods: We performed a cross-cultural adaptation following Beaton's protocol, including translation, back-translation, and expert committee review. A multicenter study was conducted with 305 nurses from two Spanish hospitals. We employed Exploratory Factor Analysis (EFA) and Confirmatory Factor Analysis (CFA) using the robust Diagonally Weighted Least Squares (DWLS) estimator on a polychoric correlation matrix to address the ordinal nature of the data. Results: The final Spanish version (IWPS-R-ES) resulted in 25 items distributed across five factors: Peer Support, Unit Support, Manager Support, Workload, and Intent to Stay. The CFA supported a robust model fit: Comparative Fit Index (CFI) = 0.985, Tucker-Lewis Index (TLI) = 0.982, and Root Mean Square Error of Approximation (RMSEA) = 0.052. Standardized factor loadings exceeding 0.4 confirmed the convergent validity after removing one item with insufficient shared variance. Reliability analysis demonstrated high internal consistency (Cronbach's alpha: 0.81-0.93; McDonald's omega: 0.82-0.94). Correlation patterns supported the discriminant validity, confirming the scale accurately distinguishes between different dimensions of workload perception. Conclusions: The IWPS-R-ES is a valid and reliable 25-item instrument for assessing subjective workload among Spanish-speaking nurses. It provides healthcare managers with a rigorous tool to identify organizational stressors and implement strategies to improve nurse well-being and patient safety.