Related Experiment Video
Updated: Jun 30, 2026

Using Visual and Narrative Methods to Achieve Fair Process in Clinical Care
Published on: February 16, 2011
Patient and Hospital Factors Associated With Hospital Course for Patients With Mild Traumatic Brain Injury
Vikas N Vattipally1, Kelly Jiang, Carly Weber-Levine
1Author Affiliations: Department of Neurosurgery (Mr Vattipally, Ms Jiang, Mr Kramer, and Drs Davidar, Hersh, Azad, and Theodore), Department of Physical Medicine and Rehabilitation (Dr Winkle), Johns Hopkins University School of Medicine, Baltimore, Maryland; and Division of General Surgery, Department of Surgery (Dr Byrne), University of British Columbia, Vancouver, British Columbia, Canada.
Objective:
To characterize variation in the treatment of patients with mild traumatic brain injury (mTBI) who were reasonable candidates for hospitalization, we investigated patient-level associations with inpatient admission and hospital-level associations with length of stay (LOS). We further investigated whether patients treated at high-LOS hospitals were more likely to experience home discharge.
Setting:
Patients were retrospectively identified from the ACS TQIP dataset.
Participants:
A total of 122 406 patients with mTBI were included.
Design:
We performed hierarchical logistic regression to investigate associations of patient-level variables with inpatient admission. Among hospitalized patients, a hierarchical linear regression was constructed for associations with LOS, including hospitals as a random effects term. Based on random effects coefficients, hospitals were classified as high-LOS outliers or non-outliers.
Main Measures:
Univariable comparisons on facility characteristics were performed. Patients were propensity score matched across hospital outlier status, and a multivariable logistic regression for associations with discharge to home was performed.
Results:
The median age was 63 years (interquartile range [IQR], 42-77 years), and 111 306 (91%) patients experienced inpatient admission. Uninsured status was associated with lower odds of inpatient admission (odds ratio [OR], 0.71; 95% confidence interval [CI], 0.65-0.76; P < .001). After excluding very low-volume hospitals, 80 258 admitted patients were treated across 469 hospitals, and 98 were designated as high-LOS outliers. These were more likely to be Level 1 trauma centers (76% vs. 26%; P < .001). After matching, patients treated at high-LOS outlier hospitals were less likely to experience home discharge (OR, 0.89; 95% CI, 0.85-0.93; P < .001). This effect was amplified for patients identifying as non-White, non-Black, non-Hispanic other races ( P = .003).
Conclusions:
Inpatient admission after mTBI varies by insurance status, with uninsured patients less likely to be admitted. There is significant interhospital variation in LOS, with Level 1 trauma centers more likely to be high-LOS outliers. Despite their longer LOS, patients treated at outlier hospitals experienced lower odds of home discharge.
Related Concept Videos
Restorative Care
Specialized Care Centers and Settings-II
Rural health centers are specialized care facilities in remote locations with very few medical personnel. The primary care providers who run the centers are mostly Registered Nurse Practitioners. Here, emergency treatment is provided to critically ill or injured patients before they are transferred to the closest hospital. Fortunately, due to advancement in technology, many rural healthcare facilities and professionals have easy access to diagnostic and treatment...
Pneumonia I: Introduction
Risk Factors
Various factors influence the likelihood of developing pneumonia. Age plays a crucial role, with infants, children under two, and individuals over 65 at increased risk due to their...
Traumatic Brain Injury l: Introduction
Spinal Cord Injury ll: Pathophysiology
Secondary Spinal Cord Injury llI: Pathophysiology

