Development and validation of the early warning system scores ontology.

BACKGROUND: Clinical early warning scoring systems, have improved patient outcomes in a range of specializations and global contexts. These systems are used to predict patient deterioration. A multitude of patient-level physiological decompensation data has been made available through the widespread integration of early warning scoring systems within EHRs across national and international health care organizations. These data can be used to promote secondary research. The diversity of early warning scoring systems and various EHR systems is one barrier to secondary analysis of early warning score data. Given that early warning score parameters are varied, this makes it difficult to query across providers and EHR systems. Moreover, mapping and merging the parameters is challenging. We develop and validate the Early Warning System Scores Ontology (EWSSO), representing three commonly used early warning scores: the National Early Warning Score (NEWS), the six-item modified Early Warning Score (MEWS), and the quick Sequential Organ Failure Assessment (qSOFA) to overcome these problems. METHODS: We apply the Software Development Lifecycle Framework-conceived by Winston Boyce in 1970-to model the activities involved in organizing, producing, and evaluating the EWSSO. We also follow OBO Foundry Principles and the principles of best practice for domain ontology design, terms, definitions, and classifications to meet BFO requirements for ontology building. RESULTS: We developed twenty-nine new classes, reused four classes and four object properties to create the EWSSO. When we queried the data our ontology-based process could differentiate between necessary and unnecessary features for score calculation 100% of the time. Further, our process applied the proper temperature conversions for the early warning score calculator 100% of the time. CONCLUSIONS: Using synthetic datasets, we demonstrate the EWSSO can be used to generate and query health system data on vital signs and provide input to calculate the NEWS, six-item MEWS, and qSOFA. Future work includes extending the EWSSO by introducing additional early warning scores for adult and pediatric patient populations and creating patient profiles that contain clinical, demographic, and outcomes data regarding the patient.

Deep vein thrombosis causing abdominal wall varicosities.

Deep venous thrombosis (DVT) is a common medical finding occurring in ~25% of hospitalized patients with roughly half of these patients experiencing post-thrombotic complications [Baldwin, Moore, Rudarakanchana, Gohel, Davies (Post-thrombotic syndrome: a clinical review. J Thromb Haemost 2013;11:795-805.)]. There are many associated complications of DVTs, including pulmonary embolism and lower extremity swelling; however, the occurrence of abdominal wall varicosities with DVT's is rare [Baldwin, Moore, Rudarakanchana, Gohel, Davies (Post-thrombotic syndrome: a clinical review. J Thromb Haemost 2013;11:795-805.)]. The purpose of this case study is to rare presentation of abdominal vein varicosities as manifestation of DVT.

Assessing the Need for Semantic Data Integration for Surgical Biobanks-A Knowledge Representation Perspective.

To improve patient outcomes after trauma, the need to decrypt the post-traumatic immune response has been identified. One prerequisite to drive advancement in understanding that domain is the implementation of surgical biobanks. This paper focuses on the outcomes of patients with one of two diagnoses: post-traumatic arthritis and osteomyelitis. In creating surgical biobanks, currently, many obstacles must be overcome. Roadblocks exist around scoping of data that is to be collected, and the semantic integration of these data. In this paper, the generic component model and the Semantic Web technology stack are used to solve issues related to data integration. The results are twofold: (a) a scoping analysis of data and the ontologies required to harmonize and integrate it, and (b) resolution of common data integration issues in integrating data relevant to trauma surgery.

Critical Information from High Fidelity Arterial and Venous Pressure Waveforms During Anesthesia and Hemorrhage.

PURPOSE: Peripheral venous pressure (PVP) waveform analysis is a novel, minimally invasive, and inexpensive method of measuring intravascular volume changes. A porcine cohort was studied to determine how venous and arterial pressure waveforms change due to inhaled and infused anesthetics and acute hemorrhage. METHODS: Venous and arterial pressure waveforms were continuously collected, while each pig was under general anesthesia, by inserting Millar catheters into a neighboring peripheral artery and vein. The anesthetic was varied from inhaled to infused, then the pig underwent a controlled hemorrhage. Pearson correlation coefficients between the power of the venous and arterial pressure waveforms at each pig's heart rate frequency were calculated for each variation in the anesthetic, as well as before and after hemorrhage. An analysis of variance (ANOVA) test was computed to determine the significance in changes of the venous pressure waveform means caused by each variation. RESULTS: The Pearson correlation coefficients between venous and arterial waveforms decreased as anesthetic dosage increased. In an opposing fashion, the correlation coefficients increased as hemorrhage occurred. CONCLUSION: Anesthetics and hemorrhage alter venous pressure waveforms in distinctly different ways, making it critical for researchers and clinicians to consider these confounding variables when utilizing pressure waveforms. Further work needs to be done to determine how best to integrate PVP waveforms into clinical decision-making.

The Impact of Palliative Medicine Consultation on Readmission Rates and Hospital Costs in Surgical Patients Requiring Prolonged Mechanical Ventilation.

BACKGROUND: The use of palliative care for critically ill hospitalized patients has expanded. However, it is still underutilized in surgical specialties. Postsurgical patients requiring prolonged mechanical ventilation have increased mortality and costs of care; outcomes from adding palliative care services to this population have been poorly investigated. The objective of this study was to determine the impact of palliative medicine consultation on readmission rates and hospitalization costs in postsurgical patients requiring prolonged mechanical ventilation. METHODS: The Nationwide Readmissions Database was queried for adults (> 18 years) between the years 2010 and 2014 who underwent a major operation (Healthcare Cost and Utilization Project [HCUP] data element ORPROC = 1), required mechanical ventilation for ≥ 96 consecutive hours (ICD-9-CM V46.1), and survived until discharge. Among these, patients who received a palliative medicine consultation during hospitalization were identified using the ICD-9-CM diagnosis code V66.7. RESULTS: Of 53,450 included patients, 3.4% received a palliative care consultation. Compared to patients who did not receive a palliative care consultation, patients who did receive a consultation had a lower readmission rate (14.8% vs. 24.8%, p < 0.001) and lower average cost of hospitalization during the initial admission ($109,007 vs. $124,218, p < 0.001), findings that persisted after multivariable logistic regression. CONCLUSION: Utilization of palliative care in surgical patients remains low. Palliative care consultation in postsurgical patients requiring prolonged mechanical ventilation was associated with lower cost and rate of readmission. Further work is needed to integrate palliative care services with surgical care.

Anesthetics affect peripheral venous pressure waveforms and the cross-talk with arterial pressure.

Analysis of peripheral venous pressure (PVP) waveforms is a novel method of monitoring intravascular volume. Two pediatric cohorts were studied to test the effect of anesthetic agents on the PVP waveform and cross-talk between peripheral veins and arteries: (1) dehydration setting in a pyloromyotomy using the infused anesthetic propofol and (2) hemorrhage setting during elective surgery for craniosynostosis with the inhaled anesthetic isoflurane. PVP waveforms were collected from 39 patients that received propofol and 9 that received isoflurane. A multiple analysis of variance test determined if anesthetics influence the PVP waveform. A prediction system was built using k-nearest neighbor (k-NN) to distinguish between: (1) PVP waveforms with and without propofol and (2) different minimum alveolar concentration (MAC) groups of isoflurane. 52 porcine, 5 propofol, and 7 isoflurane subjects were used to determine the cross-talk between veins and arteries at the heart and respiratory rate frequency during: (a) during and after bleeding with constant anesthesia, (b) before and after propofol, and (c) at each MAC value. PVP waveforms are influenced by anesthetics, determined by MANOVA: p value < 0.01, η2 = 0.478 for hypovolemic, and η2 = 0.388 for euvolemic conditions. The k-NN prediction models had 82% and 77% accuracy for detecting propofol and MAC, respectively. The cross-talk relationship at each stage was: (a) ρ = 0.95, (b) ρ = 0.96, and (c) could not be evaluated using this cohort. Future research should consider anesthetic agents when analyzing PVP waveforms developing future clinical monitoring technology that uses PVP.

Percutaneous Cholecystostomy Tubes versus Medical Management for Acute Cholecystitis.

BACKGROUND: Cholecystitis is one of the most common infections treated surgically in the United States. Surgical risk is prohibitive in some patients, leading to alternative therapeutic strategies, including medical management (antibiotics) with or without percutaneous cholecystostomy tube (PCT) drainage. MATERIALS AND METHODS: Using the Healthcare Cost and Utilization Project (HCUP) National Readmission Database (NRD), we performed a retrospective review to compare medically managed patients with or without PCT placement by evaluating 60-day readmissions rates, health care costs, and hospital length of stay (LOS). Both study groups were matched using the Elixhauser comorbidity index, age, and sex. Univariate and multivariate statistical analyses were performed using STATA. RESULTS: 776,766 patients were included in the analysis. The population receiving PCT placement was on average 16 years older (69.9 vs 53.6 years; P < .01), less likely to be female (40.7% vs 59.3%; P < .01), and had almost twice as many comorbidities (3.36 vs 1.81; P < .01) compared to the population receiving medical management. After matching our data to account for these incongruities, PCT patients were still 10.4 times more likely to be readmitted, had a 11.6% increase in the cost of care, and a 37.6% increase in LOS compared to those managed medically. DISCUSSION: Percutaneous cholecystostomy tube placement for cholecystitis is associated with a higher readmission rate, increased charges, and increased LOS compared to antibiotic therapy alone, even after correcting for age, sex, and comorbidities.

Preoperative nutritional counselling in patients undergoing oesophagectomy.

BACKGROUND: Patients undergoing surgery for oesophageal cancer are at high risk of malnutrition due to pathology and neoadjuvent therapy. This study sought to determine if oesophageal cancer patients undergoing oesophagectomy achieve superior clinical outcomes when preoperative nutritional counselling is performed. METHODS: Oesophageal cancer patients undergoing oesophagectomy were retrospectively divided into cohorts based on those who received (n = 48) and did not receive (n = 58) preoperative nutritional counselling. We compared weight loss, length of stay, 30-day readmission related to nutrition or feeding tube problems, and 90-day mortality. RESULTS: Per cent weight loss was less in patients who received preoperative nutritional counselling. There was a trend toward decreased mean length of stay and there were fewer readmissions for feeding tube-related complications in patients who received counselling. CONCLUSIONS: Nutritional counselling before surgery may lead to decreased weight loss and reduced readmissions for feeding tube-related complications in patients with oesophageal cancer undergoing oesophagectomy.

Increases in Violence and Changes in Trauma Admissions During the COVID Quarantine.

BACKGROUND: The COVID-19 pandemic caused an abrupt change to societal norms. We anecdotally noticed an increase in penetrating and violent trauma during the period of stay-at-home orders. Studying these changes will allow trauma centers to better prepare for future waves of COVID-19 or other global catastrophes. METHODS: We queried our institutional database for all level 1 and 2 trauma activations presenting from the scene within our local county from March 18 to May 21, 2020 and matched time periods from 2016 to 2019. Primary outcomes were overall trauma volume, rates of penetrating trauma, rates of violent trauma, and transfusion requirements. RESULTS: The number of penetrating and violent traumas at our trauma center during the period of societal quarantine for the COVID-19 pandemic was more than any historical total. During the COVID-19 time period, we saw 39 penetrating traumas, while the mean value for the same time period from 2016 to 2019 was 26 (P = .03). We saw 45 violent traumas during COVID; the mean value from 2016 to 2019 was 32 (P = .05). There was also a higher rate of trauma patients requiring transfusion in the COVID cohort (6.7% vs 12.2%). DISCUSSION: Societal quarantine increased the number of penetrating and violent traumas, with a concurrent increased percentage of patients transfused. Despite this, there was no change in outcomes. Given the continuation of the COVID-19 pandemic, quarantine measures could be re-implemented. Data from this study can help guide expectations and utilization of hospital resources in the future.

Integration of Web Analytics Into Graduate Medical Education: Usability Study.

BACKGROUND: Web analytics is the measurement, collection, analysis, and reporting of website and web application usage data. While common in the e-commerce arena, web analytics is underutilized in graduate medical education (GME). OBJECTIVE: The University of Arkansas for Medical Sciences Department of Surgery website was revamped with input from in-house surgeons in August 2017. This study investigated the use of web analytics to gauge the impact of our department's website redesign project. METHODS: Google Analytics software was used to measure website performance before and after implementation of the new website. Eight-month matched periods were compared. Factors tracked included total users, new users, total sessions, sessions per user, pages per session, average session duration, total page views, and bounce rate (the percentage of visitors who visit a site and then leave [ie, bounce] without continuing to another page on the same site). RESULTS: Analysis using a nonpaired Student t test demonstrated a statistically significant increase for total page views (before vs after: 33,065 vs 81,852; P<.001) and decrease for bounce rate (before vs after: 50.70% vs 0.23%; P<.001). Total users, new users, total sessions, sessions per user, and pages per session showed improvement. The average session duration was unchanged. Subgroup analysis showed that after the main page, the next 3 most frequently visited pages were related to GME programs in our department. CONCLUSIONS: Web analytics is a practical measure of a website's efficacy. Our data suggest that a modern website significantly improves user engagement. An up-to-date website is essential for contemporary GME recruitment, will likely enhance engagement of residency applicants with GME programs, and warrants further investigation.

Retrospective study on rib fractures: smoking and alcohol matter for mortality and complications.

BACKGROUND: Rib fractures and substance use are both common in trauma patients, but there is little data on how smoking and alcohol use may be associated with outcomes in these patients. We assessed the association between smoking or alcohol use disorder (AUD) and outcomes in patients with rib fractures. METHODS: We used institutional databases to conduct a retrospective review of patients with rib fractures at the only American College of Surgeons-verified adult level 1 trauma center in a rural state between 2015 and 2019. The key exposure variables were smoking and AUD. The key outcome variables were mortality and pulmonary complications (pneumonia, adult respiratory distress syndrome, and pneumothorax). We used multivariable regression for analysis and directed acyclic graphs to identify variables for adjustment. RESULTS: We identified 1880 eligible patients with rib fractures, including 693 (37%) who were smokers and 204 (11%) who had AUD. Compared with non-smokers, smokers were younger, more often male, and had lower mortality rates. Regression showed that smokers had a lower likelihood of mortality (OR 0.48; 95% CI 0.27 to 0.87; p=014). Likelihood of pneumonia, ARDS, and pneumothorax was not different between smokers and non-smokers. Compared with patients without AUD, patients with AUD were older, more often male, and had higher likelihood of pneumonia and lower likelihood of pneumothorax. Regression showed that patients with AUD had higher likelihood of pneumonia (OR 1.82; 95% CI 1.24 to 2.68; p=0.002) and lower likelihood of pneumothorax (OR 0.51; 95% CI 0.33 to 0.75; p=0.002). DISCUSSION: In trauma patients with rib fractures treated at a level 1 trauma center over 5 years, smoking was associated with decreased risk of mortality. These findings have implications for risk stratification and clinical decision-making for patients with rib fractures. LEVEL OF EVIDENCE: III.

COVID-19 Is Connected with Lower Health Literacy in Rural Areas.

The relationship between social determinants of health (SDoH) and health outcomes is established and extends to a higher risk of contracting COVID-19. Given the factors included in SDoH, such as education level, race, rurality, and socioeconomic status are interconnected, it is unclear how individual SDoH factors may uniquely impact risk. Lower socioeconomic status often occurs in concert with lower educational attainment, for example. Because literacy provides access to information needed to avoid infection and content can be made more accessible, it is essential to determine to what extent health literacy contributes to successful containment of a pandemic. By incorporating this information into clinical data, we have isolated literacy and geographic location as SDoH factors uniquely related to the risk of COVID-19 infection. For patients with comorbidities linked to higher illness severity, residents of rural areas associated with lower health literacy at the zip code level had a greater likelihood of positive COVID-19 results unrelated to their economic status.

Using performance frontiers to differentiate elective and capacity-based surgical services.

BACKGROUND: Acute care surgery (ACS) model of care delivery has many benefits. However, since the ACS surgeon has limited control over the volume, timing, and complexity of cases, traditional metrics of operating room (OR) efficiency almost always measure ACS service as "inefficient." The current study examines an alternative method-performance fronts-of evaluating changes in efficiency and tests the following hypotheses: (1) in an institution with a robust ACS service, performance front methodology is superior to traditional metrics in evaluating OR throughput/efficiency, and (2) introduction of an ACS service with block time allocation will improve OR throughput/efficiency. METHODS: Operating room metrics 1-year pre-ACS implementation and post-ACS implementation were collected. Overall OR efficiency was calculated by mean case volumes for the entire OR and ACS and general surgery (GS) services individually. Detailed analysis of these two specific services was performed by gathering median monthly minutes-in block, out of block, after hours, and opportunity unused. The two services were examined using a traditional measure of efficiency and the "fronts" method. Services were compared with each other and also pre-ACS implementation and post-ACS implementation. RESULTS: Overall OR case volumes increased by 5% (999 ± 50 to 1,043 ± 46: p < 0.05) with almost all of the increase coming through ACS (27 ± 4 to 68 ± 16: p < 0.05). By traditional metrics, ACS had significantly worse median efficiency versus GS in both periods: pre (0.67 [0.66-0.71] vs. 0.80 [0.78-0.81]) and post (0.75 [0.53-0.77] vs. 0.83 [0.84-0.85]) (p < 0.05). As compared with the pre, GS efficiency improved significantly in post (p < 0.05), but ACS efficiency remained unchanged (p > 0.05). The alternative fronts chart demonstrated the more accurate picture with improved efficiency observed for GS, ACS, and combined. CONCLUSION: In an institution with a busy ACS service, the alternative fronts methodology offers a more accurate evaluation of OR efficiency. The provision of an OR for the ACS service improves overall throughput/efficiency.

Avoiding Cribari gridlock 2: The standardized triage assessment tool outperforms the Cribari matrix method in 38 adult and pediatric trauma centers.

OBJECTIVES: The Cribari Matrix Method (CMM) is the current standard to identify over/undertriage but requires manual trauma triage reviews to address its inadequacies. The Standardized Triage Assessment Tool (STAT) partially emulates triage review by combining CMM with the Need For Trauma Intervention, an indicator of major trauma. This study aimed to validate STAT in a multicenter sample. METHODS: Thirty-eight adult and pediatric US trauma centers submitted data for 97,282 encounters. Mixed models estimated the effects of overtriage and undertriage versus appropriate triage on the odds of complication, odds of discharge to a continuing care facility, and differences in length of stay for both CMM and STAT. Significance was assessed at p <0.005. RESULTS: Overtriage (53.49% vs. 30.79%) and undertriage (17.19% vs. 3.55%) rates were notably lower with STAT than with CMM. CMM and STAT had significant associations with all outcomes, with overtriages demonstrating lower injury burdens and undertriages showing higher injury burdens than appropriately triaged patients. STAT indicated significantly stronger associations with outcomes than CMM, except in odds of discharge to continuing care facility among patients who received a full trauma team activation where STAT and CMM were similar. CONCLUSIONS: This multicenter study strongly indicates STAT safely and accurately flags fewer cases for triage reviews, thereby reducing the subjectivity introduced by manual triage determinations. This may enable better refinement of activation criteria and reduced workload.

Characterization of Acidosis in Trauma Patient.

BACKGROUND: Recent data suggest that acidosis alone is not a good predictor of mortality in trauma patients. Little data are currently available regarding factors associated with survival in trauma patients presenting with acidosis. AIMS: The aims were to characterize the outcomes of trauma patients presenting with acidosis and to identify modifiable risk factors associated with mortality in these patients. SETTINGS AND DESIGN: This is a retrospective observational study of University of Arkansas for Medical Sciences (UAMS) trauma patients between November 23, 2013, and May 21, 2017. METHODS: Data were collected from the UAMS trauma registry. The primary outcome was hospital mortality. Analyses were performed using t-test and Pearson's Chi-squared test. Simple and multiple logistic regressions were performed to determine crude and adjusted odds ratios. RESULTS: There were 532 patients identified and 64.7% were acidotic (pH < 7.35) on presentation: 75.9% pH 7.2-7.35; 18.5% pH 7.0-7.2; and 5.6% pH ≤ 7.0. The total hospital mortality was 23.7%. Nonsurvivors were older and more acidotic, with a base deficit >-8, Glasgow Coma Scale (GCS) ≤ 8, systolic blood pressure ≤ 90, International Normalized Ratio (INR) >1.6, and Injury Severity Score (ISS) >15. Mortality was significantly higher with a pH ≤ 7.2 but mortality with a pH 7.2-7.35 was comparable to pH > 7.35. In the adjusted model, pH ≤ 7.0, pH 7.0-7.2, INR > 1.6, GCS ≤ 8, and ISS > 15 were associated with increased mortality. For patients with a pH ≤ 7.2, only INR was associated with increase in mortality. CONCLUSIONS: A pH ≤ 7.2 is associated with increased mortality. For patients in this range, only the presence of coagulopathy is associated with increased mortality. A pH > 7.2 may be an appropriate treatment goal for acidosis. Further work is needed to identify and target potentially modifiable factors in patients with acidosis such as coagulopathy.

Hemorrhage-Control Training in Medical Education.

OBJECTIVES: To evaluate and analyze the efficacy of implementation of hemorrhage-control training into the formal medical school curriculum. We predict this training will increase the comfort and confidence levels of students with controlling major hemorrhage and they will find this a valuable skill set for medical and other healthcare professional students. METHODS: After IRB and institutional approval was obtained, hemorrhage-control education was incorporated into the surgery clerkship curriculum for 96 third-year medical students at the University of Arkansas for Medical Sciences using the national Stop The Bleed program. Using a prospective study design, participants completed pre- and post-training surveys to gauge prior experiences and comfort levels with controlling hemorrhage and confidence levels with the techniques taught. Course participation was mandatory; survey completion was optional. The investigators were blinded as to the individual student's survey responses. A knowledge quiz was completed following the training. RESULTS: Implementation of STB training resulted in a significant increase in comfort and confidence among students with all hemorrhage-control techniques. There was also a significant difference in students' perceptions of the importance of this training for physicians and other allied health professionals. CONCLUSION: Hemorrhage-control training can be effectively incorporated into the formal medical school curriculum via a single 2-hour Stop The Bleed course, increasing students' comfort level and confidence with controlling major traumatic bleeding. Students value this training and feel it is a beneficial addition to their education. We believe this should be a standard part of undergraduate medical education.

Toolkit to Compute Time-Based Elixhauser Comorbidity Indices and Extension to Common Data Models.

OBJECTIVE: The time-dependent study of comorbidities provides insight into disease progression and trajectory. We hypothesize that understanding longitudinal disease characteristics can lead to more timely intervention and improve clinical outcomes. As a first step, we developed an efficient and easy-to-install toolkit, the Time-based Elixhauser Comorbidity Index (TECI), which pre-calculates time-based Elixhauser comorbidities and can be extended to common data models (CDMs). METHODS: A Structured Query Language (SQL)-based toolkit, TECI, was built to pre-calculate time-specific Elixhauser comorbidity indices using data from a clinical data repository (CDR). Then it was extended to the Informatics for Integrating Biology and the Bedside (I2B2) and Observational Medical Outcomes Partnership (OMOP) CDMs. RESULTS: At the University of Arkansas for Medical Sciences (UAMS), the TECI toolkit was successfully installed to compute the indices from CDR data, and the scores were integrated into the I2B2 and OMOP CDMs. Comorbidity scores calculated by TECI were validated against: scores available in the 2015 quarter 1-3 Nationwide Readmissions Database (NRD) and scores calculated using the comorbidities using a previously validated algorithm on the 2015 quarter 4 NRD. Furthermore, TECI identified 18,846 UAMS patients that had changes in comorbidity scores over time (year 2013 to 2019). Comorbidities for a random sample of patients were independently reviewed, and in all cases, the results were found to be 100% accurate. CONCLUSION: TECI facilitates the study of comorbidities within a time-dependent context, allowing better understanding of disease associations and trajectories, which has the potential to improve clinical outcomes.

Collecting data on organizational structures of trauma centers: the CAFE web service.

BACKGROUND: During the past several decades, the American College of Surgeons has led efforts to standardize trauma care through their trauma center verification process and Trauma Quality Improvement Program. Despite these endeavors, great variability remains among trauma centers functioning at the same level. Little research has been conducted on the correlation between trauma center organizational structure and patient outcomes. We are attempting to close this knowledge gap with the Comparative Assessment Framework for Environments of Trauma Care (CAFE) project. METHODS: Our first action was to establish a shared terminology that we then used to build the Ontology of Organizational Structures of Trauma centers and Trauma systems (OOSTT). OOSTT underpins the web-based CAFE questionnaire that collects detailed information on the particular organizational attributes of trauma centers and trauma systems. This tool allows users to compare their organizations to an aggregate of other organizations of the same type, while collecting their data. RESULTS: In collaboration with the American College of Surgeons Committee on Trauma, we tested the system by entering data from three trauma centers and four trauma systems. We also tested retrieval of answers to competency questions. DISCUSSION: The data we gather will be made available to public health and implementation science researchers using visualizations. In the next phase of our project, we plan to link the gathered data about trauma center attributes to clinical outcomes.