Related Experiment Video
Updated: Jan 2, 2026

Setting Up a Stroke Team Algorithm and Conducting Simulation-based Training in the Emergency Department - A Practical Guide
Published on: January 15, 2017
Stroke Templates and Trainee Education are Associated With Improved Data Capture in an Academic Hospital
Background:
Effective medical record documentation is required to support accurate capture of diagnoses, patient acuity (case mix index [CMI]), and justify resource utilization for reimbursement. Billing code complexity and a lack of formal documentation education in training programs have created a need for academic medical centers to incorporate training for trainees (residents, fellows, and new nurse practitioners). We hypothesized that standardized stroke note templates, trainee education, and feedback from chart audits would improve documentation accuracy.
Purpose:
To improve the accurate/complete capture of expected (E) length of stay (LOS) and CMI by designing/implementing ischemic and hemorrhagic stroke templates containing high-frequency complication and comorbidity diagnoses with the greatest impact on stroke populations, combined with trainee education and chart audits.
Methods:
Descriptive statistics were used for outcomes before/after implementation of the templates. Primary outcomes include ELOS and CMI. Wilcoxon rank-sum test or chi-square test was used for group comparison.
Results:
The post-template group demonstrated a significant improvement in ELOS from 5.84 to 8.27 days (p < .0001). Case mix index increased (1.73-1.75; p < .0001) in the post-template group.
Conclusions:
Stroke-specific templates, trainee education, and chart audits were associated with significant improvement in documentation accuracy and an improved business model of stroke care in our hospital.
Related Concept Videos
Nursing Clinical Information System
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
Flow Sheet
Here's a closer look at the examples of flowsheets commonly used by nurses:
Graphic Sheet Documentation:

