Predictors of Mortality for Upper Extremity Penetrating Vascular Injuries.

Background: Our objective was to determine risk factors and operative outcomes for patients with upper extremity penetrating vascular injuries (UEPVIs).

Methods: A retrospective review was performed of all adult UEPVI patients presenting to a level I trauma center between 1986 and 2019. Statistical analyses were performed to determine the independent predictors of mortality and hospital length of stay (LOS) among patients who underwent operative repair.

Association of Sociodemographic Factors With Overtriage, Undertriage, and Value of Care After Major Surgery.

Objective: To determine whether certain patients are vulnerable to errant triage decisions immediately after major surgery and whether there are unique sociodemographic phenotypes within overtriaged and undertriaged cohorts.

Background: In a fair system, overtriage of low-acuity patients to intensive care units (ICUs) and undertriage of high-acuity patients to general wards would affect all sociodemographic subgroups equally.

Methods: This multicenter, longitudinal cohort study of hospital admissions immediately after major surgery compared hospital mortality and value of care (risk-adjusted mortality/total costs) across 4 cohorts: overtriage (N = 660), risk-matched overtriage controls admitted to general wards (N = 3077), undertriage (N = 2335), and risk-matched undertriage controls admitted to ICUs (N = 4774).

Overtriage, Undertriage, and Value of Care after Major Surgery: An Automated, Explainable Deep Learning-Enabled Classification System.

Background: In single-institution studies, overtriaging low-risk postoperative patients to ICUs has been associated with a low value of care; undertriaging high-risk postoperative patients to general wards has been associated with increased mortality and morbidity. This study tested the reproducibility of an automated postoperative triage classification system to generating an actionable, explainable decision support system.

Study Design: This longitudinal cohort study included adults undergoing inpatient surgery at two university hospitals.

Speech Pathology Services Are Integral, but Underutilized in Tracheostomy Rehabilitation.

Study Design: Retrospective case series.

Objective: Speech language pathology (SLP) is an underutilized but important component in rehabilitation after tracheostomy. The purpose of this study was to determine rates of SLP utilization and to streamline tracheostomy decannulation to be more efficient and safer through increased utilization of SLP.