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February 8, 2026Journal of Clinical Medicine0 citationsOpen Access

High- and Low-Complexity Features of Non-Critical Adult Patients in the Emergency Department

AFAndrea FabbriLPLaura PistoreFBFlavio Bertini

Key Points

  • This study aims to identify features linked to high-level complexity and low-to-mild complexity in non-critical emergency patients.
  • Retrospective multicenter design involving four emergency departments
  • Included patients assessed in 2023-2024
  • Used logistic regression model to analyze presentation profile and clinical diagnostic workload variables
  • Out of 335,507 subjects, 43.3% were classified as Triage Level 3
  • Higher pain scores (NRS ≥ 7) and certain diagnostic tests were linked to higher complexity (TL3)
  • Specific complaints were associated with lower complexity (TL4-5), including skin and environmental issues

Abstract

Background/Objectives: In the Emergency Department (ED), non-critical patients are classified as Triage Level (TL) 3 on arrival if they are assessed as having a high-level of complexity (HLC), or as TL4–5 if they are assessed as having a low-to-mild level of complexity (LLC). These levels are based on the estimated resources needed. This study aimed to identify the characteristics associated with an HLC or LLC by considering a group of variables from the presentation profile (PP) and clinical diagnostic workload (CDW), assessing ex post whether the assignment of complexity levels based on a priori estimation of the number of resources needed can be considered adequate. Materials and Methods: This retrospective multicentre study involved four first-level EDs and included patients between 2023 and 2024. Outcome Measures: The variables tested in a logistic model were those of the PP (age, sex, chief complaint, National Early Warning Score (NEWS), Numeric Rating Scale (NRS) and those of the CDW (diagnostic tests, interventions and therapy, assistance, and ED length of stay). Results: Of the 335,507 subjects considered, the average age was 59 years (interquartile range IQR, 25), with 43.3% of cases classified as TL3. An NRS ≥ 7, ECG, urgent laboratory tests, NEWS > 6, need for a stretcher, and male gender were associated with TL3, whereas obstetric–gynaecological complaints, environmental complaints, skin-presenting complaints, and intramuscular therapy were associated with TL4–5. Conclusions: In non-critical patients a defined group of features were associated with different levels of complexity, going beyond the standard criterion based on the resources needed. These results could help clinicians improve the appropriateness of ED care pathways.

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Cite This Study

Fabbri et al. (2026) studied this question.

synapsesocial.com/papers/698827b40fc35cd7a88469fahttps://doi.org/10.3390/jcm15031280
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