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Deep learning may be able to assist with the prediction of neurosurgical inpatient outcomes. The aims of this study were to investigate deep learning and transfer learning in the prediction of several inpatient outcomes including timing of discharge and discharge destination.Data were collected on consecutive neurosurgical admissions from existing databases over a 15-month period. Following pre-processing artificial neural networks were applied to admission notes and ward round notes to predict four inpatient outcomes. Models were developed on the training dataset, before being tested on a hold-out test dataset and a validation dataset.1341 individual admissions were included in the study. Using transfer learning and an artificial neural network an area under the receiver operator curve (AUC) of 0.81 and 0.80 on the derivation and validation datasets was able to be achieved for the prediction of discharge within the next 48 hours using daily ward round notes. This result is in comparison to an AUC of 0.71 and 0.68 using an artificial neural network without transfer learning for the same outcome. When the artificial neural network with transfer learning was applied to the other outcomes AUC of 0.72, 0.93 and 0.83 was achieved on the validation datasets for predicting discharge within the next 7 days, survival to discharge and discharge to home as a destination.Deep learning may predict inpatient neurosurgery outcomes from free-text medical data. Recurrent predictions with ward round notes enable the use of information obtained throughout hospital admissions in these estimates.

Falls from scaffolds are a common cause of occupational injuries and fatalities, however, the data concerning these injuries are scarce. The purpose of this study was to characterize the epidemiology, injury patterns, and outcomes of falls from scaffolds.Retrospective cohort study using data from the National Trauma Data Bank (2007-2017). All adult patients who sustained injuries following falls from scaffolds and as a comparator, falls from ladders, were identified using the external cause of injury codes. The primary outcome was differences in the type and severity of injuries between the groups.A total of 183,853 patients were analyzed. Of these, 18,189 (9.9%) fell from scaffolds and 165,664 (90.1%) from ladders. Patients who fell from scaffolds were younger, more often male, and more likely to sustain severe trauma (ISS 15: 24.1% vs 17.3%, p 0.001). Falls from scaffolds resulted in more severe head injuries (head AIS ≥ 3: 18.6% vs 14.7%, p 0.001) and more spinal fractures (30.3% vs 25.2%, p 0.001). Falls from scaffolds were associated with higher mortality (2.5% vs 1.8%, p 0.001), higher ICU admission rate (25.0% vs 21.5%, p 0.001), and longer hospitalization. On multivariable analysis, the strongest predictors of mortality were GCS 9 and hypotension on admission, severe (AIS ≥ 3) head injury, and age 65 years.Falls from scaffolds are associated with more severe injuries and worse outcomes compared to ladder falls. Males in the fourth decade of life were disproportionally affected. Further research on fall prevention is warranted to decrease this important cause of death and disability.

The juvenile ossifying fibroma is a rare subset of the benign ossifying fibroma. These tumors have an aggressive behavior and often cause severe destruction of bone and surrounding tissue. JOF can be separated into the juvenile trabecular ossifying fibroma and juvenile psammomatoid ossifying fibroma. In this article, we present a case of an 18 year old male who presented with a rapidly growing massive tumor originating in the right mandible that caused severe local destruction. Due to the size of the tumor, the patient had impairment in many activities of daily living. Pre-operative management was further complicated due to the vascular nature of the tumor which resulted in spontaneous bleeding. The tumor was successfully resected and final pathology revealed a diagnosis of juvenile psammomatoid ossifying fibroma. In this article, we describe treatment of a debilitating mandibular tumor and provide recommendations for other clinicians who encounter similar cases. Additionally, the demographics and histopathological features of the juvenile ossifying fibroma and its subtypes are described.

Summary Background The pathophysiology of COVID-19 includes immune-mediated hyperinflammation, which could potentially lead to respiratory failure and death. Granulocyte-macrophage colony-stimulating factor (GM-CSF) is among cytokines that contribute to the inflammatory processes. Lenzilumab, a GM-CSF neutralising monoclonal antibody, was investigated in the LIVE-AIR trial to assess its efficacy and safety in treating COVID-19 beyond available treatments. Methods In LIVE-AIR, a phase 3, randomised, double-blind, placebo-controlled trial, hospitalised adult patients with COVID-19 pneumonia not requiring invasive mechanical ventilation were recruited from 29 sites in the USA and Brazil and were randomly assigned (1:1) to receive three intravenous doses of lenzilumab (600 mg per dose) or placebo delivered 8 h apart. All patients received standard supportive care, including the use of remdesivir and corticosteroids. Patients were stratified at randomisation by age and disease severity. The primary endpoint was survival without invasive mechanical ventilation to day 28 in the modified intention-to-treat population (mITT), comprising all randomised participants who received at least one dose of study drug under the documented supervision of the principal investigator or sub-investigator. Adverse events were assessed in all patients who received at least one dose of study drug. This trial is registered with ClinicalTrials.gov , NCT04351152 , and is completed. Findings Patients were enrolled from May 5, 2020, until Jan 27, 2021. 528 patients were screened, of whom 520 were randomly assigned and included in the intention-to-treat population. 479 of these patients (n=236, lenzilumab; n=243, placebo) were included in the mITT analysis for the primary outcome. Baseline demographics were similar between groups. 311 (65%) participants were males, mean age was 61 (SD 14) years at baseline, and median C-reactive protein concentration was 79 (IQR 41–137) mg/L. Steroids were administered to 449 (94%) patients and remdesivir to 347 (72%) patients; 331 (69%) patients received both treatments. Survival without invasive mechanical ventilation to day 28 was achieved in 198 (84%; 95% CI 79–89) participants in the lenzilumab group and in 190 (78%; 72–83) patients in the placebo group, and the likelihood of survival was greater with lenzilumab than placebo (hazard ratio 1·54; 95% CI 1·02–2·32; p=0·040). 68 (27%) of 255 patients in the lenzilumab group and 84 (33%) of 257 patients in the placebo group experienced at least one adverse event that was at least grade 3 in severity based on CTCAE criteria. The most common treatment-emergent adverse events of grade 3 or higher were related to respiratory disorders (26%) and cardiac disorders (6%) and none led to death. Interpretation Lenzilumab significantly improved survival without invasive mechanical ventilation in hospitalised patients with COVID-19, with a safety profile similar to that of placebo. The added value of lenzilumab beyond other immunomodulators used to treat COVID-19 alongside steroids remains unknown. Funding Humanigen.

The Abbreviated Injury Scale (AIS) score is used widely to quantify injury severity by body region. The maximal AIS score is 6, which defines a nonsurvivable injury. This study was undertaken to define mortality after AIS-6 injuries in order to determine if they are uniformly lethal and, if not, if differences between survivors and nonsurvivors exist which may aid in prognostication or refinement of the current AIS system.All patients in the National Trauma Data Bank (2007-2017) with ≥1 AIS-6 injury were included. Exclusions were age16 years, AIS-6 coding in the face/extremities (i.e., coding errors, as there are no AIS-6 injuries in these regions), and missing data. In-hospital mortality defined study groups, i.e., survivors vs. nonsurvivors. Univariable analysis compared clinical/injury data and outcomes. Multivariable analysis examined independent factors associated with mortality.19,247 patients met inclusion/exclusion criteria. Of these, 25% (n=4,886) survived to hospital discharge and 75% (n=14,361) died. The most common discharge destination among survivors was home (n=2,187,45%) Nonsurvivors had significantly worse GCS in the field (3 vs. 14, p0.001) and ED (3 vs. 15, p0.001). Median AIS was higher among nonsurvivors in the Head (5 vs. 3, p0.001), Abdomen (3 vs. 2, p0.001), and External regions (1 vs. 1, p0.001). Median time to death was 0.65h, with maximum time to death 8.76h. Multivariable analysis revealed External AIS-6 injuries were associated with greatest odds of mortality (OR 34.002, p0.001) followed by Head AIS-6 (OR 10.501, p0.001).AIS-6 injuries are not uniformly fatal, with 25% of such patients surviving to hospital discharge. Therefore, AIS-6 injuries may not be as catastrophic as previously considered. External and Head AIS-6, i.e. extensive burns and severe traumatic brain injuries, were associated with greatest odds of mortality. When death occurs after AIS-6 injury, it occurs rapidly, with all mortalities in this series occurring9h after arrival. We suggest that the AIS-6 verbiage be revised to remove 'nonsurvivable'.

To evaluate the impact of COVID-19 positivity on outcomes and resource utilization in the trauma population.COVID-19 infection worsen outcomes of trauma patients, but it is not known if asymptomatic COVID-19 trauma patients have different outcomes from COVID-19 negative patients.All trauma patients admitted to an urban level 1 trauma center between March 2020 and October 2021 were collected and reviewed for COVID-19 status. COVID-19 positive patients with symptoms or initial chest radiographs consistent with infections were excluded. Propensity score model 1:3 matched asymptomatic COVID-19 positive to COVID-19 negative trauma patients for their age, BMI, MOA, ISS, SBP90, GCS9 and comorbidities. Outcomes included mortality, complications and resource utilization.A total of 185 asymptomatic COVID-19 positive patients were matched with 554 COVID-19 negative patients. Asymptomatic COVID-19 positive patients had higher rates of myocardial infarction and cardiac arrest (3.2% vs. 0.9%, P=0.023), higher ventilator days (3.33 vs. 1.49, P0.001), ICU-LOS (4.92 vs. 3.41 d, P=0.034), overall LOS (11.41 vs. 7.24 d, P0.001) and hospital charges ($ 176.505.80 vs. 107.591.93, P=0.002).Asymptomatic COVID-19 trauma patients have significantly higher rates of cardiac events, longer LOS and higher hospital charges when compared to similar trauma patients who are COVID-19 negative.

Effective pain control is crucial to postoperative recovery and is affected by biopsychosocial factors. This study aimed to evaluate how non-English primary language, gender, and marital status may influence pain, length of stay, and mortality after general surgery.Consecutive general surgical admissions over a two-year period to two tertiary hospitals were included. Multivariable logistic regression analyses were conducted to evaluate the relationship between non-English primary language, gender, and marital status, and pain scores, length of stay, and in-hospital mortality. Explanatory variables that were controlled for in these analyses included age, birth country, whether a religion was specified, socioeconomic percentile, Charlson comorbidity index, and time of admission.A total of 12 846 general surgery patients were included. When controlling for the aforementioned variables, including having a specified religion and being born overseas, having a non-English primary language was significantly independently associated with lower pain scores (odds ratio 0.61, 95% CI 0.52-0.71, P 0.001). Female gender was independently associated with an increased likelihood of higher pain scores (odds ratio 1.09, 95% CI 1.01-1.18, P = 0.024) and a lower likelihood of prolonged length of stay (odds ratio 0.88, 95% CI 0. 80-0.95, P = 0.002). None of the evaluated variables had a statistically significant association with in-hospital mortality.This study is the first to characterize an association between general surgery patients with a non-English primary language and lower levels of postoperative pain. It was also found that female gender was associated with higher postoperative pain but lower length of hospital stay.

BACKGROUND Strategies to improve the selection of appropriate target journals may reduce delays in disseminating research results. Machine learning is increasingly used in content-based recommender algorithms to guide journal submissions for academic articles. OBJECTIVE We sought to evaluate the performance of open-source artificial intelligence to predict the impact factor or Eigenfactor score tertile using academic article abstracts. METHODS PubMed-indexed articles published between 2016 and 2021 were identified with the Medical Subject Headings (MeSH) terms “ophthalmology,” “radiology,” and “neurology.” Journals, titles, abstracts, author lists, and MeSH terms were collected. Journal impact factor and Eigenfactor scores were sourced from the 2020 Clarivate Journal Citation Report. The journals included in the study were allocated percentile ranks based on impact factor and Eigenfactor scores, compared with other journals that released publications in the same year. All abstracts were preprocessed, which included the removal of the abstract structure, and combined with titles, authors, and MeSH terms as a single input. The input data underwent preprocessing with the inbuilt ktrain Bidirectional Encoder Representations from Transformers (BERT) preprocessing library before analysis with BERT. Before use for logistic regression and XGBoost models, the input data underwent punctuation removal, negation detection, stemming, and conversion into a term frequency-inverse document frequency array. Following this preprocessing, data were randomly split into training and testing data sets with a 3:1 train:test ratio. Models were developed to predict whether a given article would be published in a first, second, or third tertile journal (0-33rd centile, 34th-66th centile, or 67th-100th centile), as ranked either by impact factor or Eigenfactor score. BERT, XGBoost, and logistic regression models were developed on the training data set before evaluation on the hold-out test data set. The primary outcome was overall classification accuracy for the best-performing model in the prediction of accepting journal impact factor tertile. RESULTS There were 10,813 articles from 382 unique journals. The median impact factor and Eigenfactor score were 2.117 (IQR 1.102-2.622) and 0.00247 (IQR 0.00105-0.03), respectively. The BERT model achieved the highest impact factor tertile classification accuracy of 75.0%, followed by an accuracy of 71.6% for XGBoost and 65.4% for logistic regression. Similarly, BERT achieved the highest Eigenfactor score tertile classification accuracy of 73.6%, followed by an accuracy of 71.8% for XGBoost and 65.3% for logistic regression. CONCLUSIONS Open-source artificial intelligence can predict the impact factor and Eigenfactor score of accepting peer-reviewed journals. Further studies are required to examine the effect on publication success and the time-to-publication of such recommender systems.

Introduction Field amputation can be life-saving for entrapped patients requiring surgical extrication. Under these austere conditions, the procedure must be performed as rapidly as possible with limited equipment, often in a confined space, while minimizing provider risk. The aim of this study was to determine the ideal saw, and optimal approach, through bone or joint, for a field amputation. Methods This was a prospective cadaver-based study. Four saws (Gigli, manual pruning, electric oscillating and electric reciprocating) were tested in human cadavers. Each saw was used to transect four separate long bones (humerus, ulna/radius, femur and tibia/fibula), previously exposed at a standardized location. The time required for each saw to cut through the bone, the number of attempts required to seat the saw when transecting the bone, slippage, quality of proximal bone cut and extent of body fluid splatter as well as the physical space required by each device during the amputation were recorded. Additionally, the most effective saw in the through bone assessment was compared to limb amputation using scalpel and scissors for a through joint amputation at the elbow, wrist, knee and ankle. Univariate analysis was used to compare the outcomes between the different saws. Results The fastest saw for the through bone amputation was the reciprocating followed by oscillating (2.1 [1.4–3.7] seconds vs 3.0 [1.6–4.9] seconds). The manual pruning (58.8 [25–121] seconds) was the slowest (p = 0.007). Overall, the oscillating saw was superior or equivalent to the other devices in number of attempts (1), slippage (0), quality of bone cut (100% good) and physical space requirements (4500 cm3), and was the second fastest. In comparison, a through joint amputation (125.0 [50–147] seconds for scalpel and scissor; 125.5 [86–217] seconds for the oscillating saw) was significantly slower than through bone with the Gigli (p = 0.029), the oscillating (p = 0.029) and the reciprocal saw (p = 0.029). Conclusions The speed, precision, safety, space required, as well as the adjustable blade of the oscillating saw make it ideal for a field amputation. A Gigli saw is an excellent backup for when electrical tools cannot be used. Through bone amputation is faster than a through joint amputation.

The optimal observation time required to exclude hollow viscus injury in patients undergoing selective nonoperative management (SNOM) for abdominal stab wounds (SWs) remains unclear. The aim of this study was to determine the safe period of observation required before discharge.In this prospective observational study, all patients who sustained an abdominal SW were screened for study inclusion (July 2018 to May 2021). The primary study outcome was time to SNOM failure, defined as the need for surgical intervention after an initial period of observation.During the study period, 256 consecutive patients with an abdominal SW met the study criteria. The mean age was 33 (26-46) years, and 89% were male. Of all patients, 77% had single SW, and 154 (60%) had an anterior abdominal SW (most common site right upper quadrant, 31%). Forty-six (18%) underwent immediate laparotomy because of evisceration (59%), hemodynamic instability (33%), or peritonitis (24%). The remaining 210 patients (82%) were taken for computed tomography scan (n = 208 [99%]) or underwent clinical observation only (n = 2 [1%]). Of the patients undergoing computed tomography scan, 27 (13%) triggered operative intervention, and 9 (4%) triggered angioembolization. The remaining 174 patients (83%) underwent SNOM. Of these, three patients (2%) failed SNOM and underwent laparotomy: two developed peritonitis at 10 and 20 hours after arrival, respectively, and at laparotomy had small bowel and gastric injuries. The third patient developed increasing leukocytosis but had nontherapeutic laparotomy.Selective nonoperative management of stab wounds to the abdomen commonly avoids nontherapeutic operative intervention and its resultant complications. A small percentage of patients will fail SNOM, and therefore, close clinical observation of these patients in hospital is critical. All patients in this series who failed SNOM did so within 24 hours of presentation. Therefore, we recommend a period of 24 hours of close clinical monitoring to exclude a hollow viscus injury before discharge of patients with abdominal stab wounds who do not meet the criteria for immediate operative intervention.Prognostic/Epidemiological; Level III.

Introduction: Penicillin allergy labels are common. However, many penicillin allergy labels have been applied incorrectly and in fact represent penicillin intolerance. Patients with penicillin intolerance can receive penicillin antibiotics. The effect of penicillin intolerance labels on prescribing practices is uncertain. Methods: This multicenter retrospective cohort study included consecutive general medicine patients admitted to two tertiary hospitals over a 12-month period. Electronic medical records were reviewed for allergy and prescribing practices. Instances of penicillin prescription to patients with previously labeled penicillin allergies underwent case note review. Results: There were 12,134 individual hospital admissions included in the study. The number of admissions with a previous penicillin allergy label was 1,312 (10.8%) and with a penicillin intolerance label was 60 (0.5%). Penicillin allergy labels were associated with increased likelihood of being prescribed vancomycin (odds ratio 1.42, 95% confidence interval 1.16–1.75, p = 0.001) and moxifloxacin (odds ratio 20.0, 95% confidence interval 13.4–29.9, p < 0.001). Penicillin intolerance was not associated with increased likelihood of receiving these antibiotics. There were 75 admissions during which an individual with a penicillin allergy label was prescribed one of the specified penicillins and only one adverse reaction in this group. These cases included eight deliberate challenges and 15 cases in which allergy history clarification was sufficient to delabel the allergy. Conclusions: This study supports that prescribing practices differ between patients with penicillin allergy labels and intolerance labels. Penicillin challenges may be undertaken safely in the inpatient setting. Further studies are required to investigate how best to interrogate penicillin allergy labels in this cohort.

Selective nonoperative management (SNOM) of abdominal gunshot wounds (GSWs) has not been specifically examined after shotgun injuries. Because of the unpredictable nature of shotgun pellets, it is unclear if SNOM after shotgun wounds is safe. The study objective was to examine outcomes after SNOM for shotgun wounds to the abdomen.Patients with isolated abdominal shotgun wounds were identified from the National Trauma Data Bank (2007-2017). Transfers, arrival without signs of life, death in the emergency department, severe (Abbreviated Injury Scale ≥3) extra-abdominal injuries, abdominal Abbreviated Injury Scale = 6, and missing data were exclusion criteria. Patients with abdominal handgun wounds (GSWs) were used for comparison. Study groups of shotgun-injured patients were defined by management strategy: operative management (OM) (exploratory laparotomy ≤4h) versus SNOM (no exploratory laparotomy ≤4h). Outcomes were compared by mechanism of injury (shotgun versus GSW) and management strategy (OM versus SNOM) using univariate and multivariate analyses.After exclusions, 1425 patients injured by abdominal shotgun wounds were included. Shotgun-injured patients underwent SNOM more frequently than GSW patients (42% versus 34%, P 0.001). On multivariate analysis, injury by shotgun was independently associated with SNOM (OR 1.443, P = 0.040). Shotgun injuries were significantly more likely to fail SNOM (OR 2.401, P = 0.018). Failure of SNOM occurred earlier among shotgun-than GSW-injured patients (15 versus 24h, P = 0.011). SNOM after shotgun injury was associated with lower mortality than OM, even when patients failed SNOM (P 0.001). Complications were uniformly higher after OM than SNOM, even when SNOM failed (P 0.05).SNOM was utilized more commonly after shotgun wounds than GSWs. However, SNOM was more likely to fail after shotgun injury and tended to occur earlier after admission. SNOM after shotgun injury was associated with improved mortality and decreased complication rates when compared with OM, even when patients failed SNOM. SNOM appears to be a safe and beneficial management strategy after shotgun wounds to the abdomen.

Routine four-quadrant packing (4QP) for hemorrhage control immediately upon opening is a standard practice for acute trauma laparotomy. The aim of this study was to evaluate the utility of 4QP for bleeding control in acutely injured patients undergoing trauma laparotomy. Retrospective single-center study (01/2015–07/2019), including adult patients who underwent trauma laparotomy within 4 h of admission. Only patients with active intra-abdominal hemorrhage, defined as bleeding within the peritoneal cavity or expanding retroperitoneal hematoma, were considered for analysis. Bleeding sources were categorized anatomically: liver/retrohepatic inferior vena cava (RIVC), spleen, retroperitoneal zones 1, 2 and 3, mesentery and others. Hemorrhage was further categorized as originating from a single bleeding site (SBS) or from multiple bleeding sites (MBS). The effectiveness of directed versus 4QP was evaluated for bleeding from the liver/RIVC, spleen and retroperitoneal zone 3, areas that are potentially compressible. Directed packing was defined as indicated if the bleeding was restricted to one of the anatomic sites suitable for packing, 4QP was defined as indicated if ≥ 2 of the anatomic sites suitable for packing were bleeding. During the study time frame, 924 patients underwent trauma laparotomy, of which 148 (16%) had active intra-abdominal hemorrhage. Of these, 47% had a SBS and 53% had MBS. The liver/RIVC was the most common bleeding source in both patients with SBS (42%) and in patients with MBS (54%). According to our predefined indications, 22 of 148 patients (15%) would have benefitted from initial 4QP, 90 of 148 patients (61%) from directed packing and 36 of 148 patients (24%) packing would not have been of any value. Routine four-quadrant packing is frequently practiced. However, this is only required in a small proportion of patients undergoing trauma laparotomy. Directed packing can be equally effective, saves time and decreases the risk of iatrogenic injury from unnecessary packing.

BACKGROUND The impact of obesity, on outcomes after a gunshot wound, remains unclear. We hypothesized that patients with obesity have a higher burden of intraabdominal injuries after gunshot injury when compared with the nonobese population. METHODS The Trauma Quality Improvement Program database (2013-2017) was queried for all patients age ≥16 with abdominal gunshot injuries. Patients who died in the emergency department (ED), arrived without signs of life, had Abbreviated Injury Scale score ≥ 3 in any other region, or transferred from an outside hospital were excluded. The patient with obesity was defined by a body mass index ≥ 30. Demographics, injury data, and outcomes were abstracted and analyzed. Patients with obesity were compared to those with a body mass index < 30. Multivariate logistical regression was used to compare mortality between groups. RESULTS Of 34,138 patients with gunshot injuries, there were 2,616 (7.7%) with isolated abdominal injuries. Median age is 29 years (22-39 years), 86.7% men. Eight hundred twenty-seven (31.6%) were obese. The obese group was significantly older (32 [25-42] vs. 27 [22-37]; p < 0.001) with a higher incidence of hypertension (16.8% vs. 6.3%, p < 0.001) and diabetes mellitus (7.1% vs. 2.3%, p < 0.001). There was no difference in presenting vital signs, abdominal Abbreviated Injury Scale or Injury Severity Score between groups. The rate of superficial injuries and intraabdominal organ injuries were comparable between groups. Patients with obesity had significantly higher mortality (6.5% vs. 4.2%, p = 0.010), hospital length of stay (9 [7-16] vs. 9[6-14], p < 0.001), ventilator days (3 [2-5] vs. 3 [2-4], p = 0.015), and hospital-acquired pneumonia (3.5% vs. 1.7%, p = 0.005). On multivariate analysis, in addition to older age (odds ratio [OR], 1.050; p < 0.001), ED hypotension (OR, 3.192; p < 0.001), and ED tachycardia (OR, 3.714; p < 0.001), obesity was significantly associated with mortality (OR, 1.636; p = 0.021). CONCLUSION Patients with obesity are at a high risk of mortality after abdominal gunshot injury. Further prospective evaluation is warranted. LEVEL OF EVIDENCE Prognostic study, Level III.

Little is known of the possible injuries caused by a fall through an open manhole, with the last study published 40 years ago. The purpose of this study was to examine the injuries, surgical interventions, and outcomes in patients suffering from a fall through an open manhole or storm drain. All patients injured by falling through open manholes (ICD codes E883.2, W17.1) from 2007 to 2017 were queried from the National Trauma Data Bank® (NTDB). Transferred patients were excluded. Studied variables included patient demographics, comorbidities, emergency room physiology, toxicology, injury severity and pattern, surgical interventions, and outcomes. A total of 388 patients met study criteria. The number of patients injured from open manholes per year ranged from 20 (0.004%) to 49 (0.005%). Major trauma (ISS ≥16) occurred in 37 patients (10%). Severe injuries (AIS ≥ 3) most frequently occurred in the lower extremities (13%), chest (12%), and head (8%). Major surgery was performed in 18 patients (5%) and five (1%) died. Despite an increase in reporting in recent years, the number of patients who suffer severe injuries following a fall through an open manhole is low. Nonetheless, these injuries are easily preventable and mandate an increased focus on manhole safety.

Machine learning may assist in medical student evaluation. This study involved scoring short answer questions administered at three centres. Bidirectional encoder representations from transformers were particularly effective for professionalism question scoring (accuracy ranging from 41.6% to 92.5%). In the scoring of 3-mark professionalism questions, as compared with clinical questions, machine learning had a lower classification accuracy (P 0.05). The role of machine learning in medical professionalism evaluation warrants further investigation.

Background As the number of households with dogs in the United States has increased, so has the incidence of dog bites. Contemporary analysis of nationwide epidemiological data regarding such injuries is scarce. The purpose of this study is to describe dog bite injury patterns and related surgical interventions with a focus on differences between pediatric and adult age groups. Study Design This is a retrospective study (2015-2017) using the National Trauma Data Bank. 10 569 patients were included. Results Of these, 4729 (44.7%) qualified as pediatric (age ≤ 12 years) and 5840 (55.3%) qualified as adults (age ≥ 13 years). Pediatric patients were more frequently admitted with facial injuries (78.1% vs. 29.3%, P < .01) and facial fractures (4.8% vs. 2.5%, P < .01), and had a higher incidence of facial bone surgical procedures (1.3% vs. .5%, P < .01). Adult patients were more frequently admitted with upper extremity injuries (65.8% vs. 21.2%, P < .01) and upper extremity vascular arterial injuries (2.3% vs. .2%, P < .01) with a higher incidence of upper extremity arterial procedures (1.3% vs. .2%, P < .01). Conclusion This study demonstrates the contrast in injury patterns from dog bite between adults and children. These findings can dictate injury prevention policies and prepare clinicians to treat dog bite victims.

Background Glycemic control is an important aspect of critical care because derangements are associated with morbidity and mortality. Patients at highest risk for hypoglycemia in the surgical intensive care unit (SICU) are incompletely described by existing literature. Our objective was to delineate this high-risk patient population in our SICU. Study Design In this single-center, retrospective, observational study, SICU patients admitted from June 1, 2019 to July 31, 2020 with ≥1 episode of hypoglycemia (blood glucose Results There were 41 hypoglycemic events in 27 patients, comprising an incidence of 1.5% among SICU patients. The most common admission diagnoses were cirrhosis (n = 13, 48%), polytrauma (n = 12, 44%), multisystem organ failure (n = 11, 41%), diabetes mellitus (n = 9, 33%), and soft tissue infection (n = 8, 30%). Four high-risk populations were identified: patients in multisystem organ failure (MSOF) (n = 11, 41%); those who were nil per os (NPO) (n = 10, 37%); patients receiving long acting subcutaneous insulin, for example, Lantus (n = 3, 11%); and those on continuous intravenous insulin infusions (n = 3, 11%). After multi-disciplinary peer review, most hypoglycemic events (n = 16, 59%) were deemed iatrogenic. Conclusions Hypoglycemia is rare in surgical critical care. When it does occur, patients are typically in MSOF, NPO, on long acting subcutaneous insulin or continuous insulin infusions, have soft tissue infections, or have acute or chronic liver failure. Increased vigilance with frequent blood glucose monitoring in these high-risk patients may reduce the risk of hypoglycemia in the SICU.

Background Focused Assessment with Sonography for Trauma (FAST) has supplanted diagnostic peritoneal lavage (DPL) as the preferred bedside evaluation for traumatic hemoperitoneum. Diagnostic peritoneal aspiration (DPA) is a simpler, faster modification of DPL with an unclear role in contemporary practice. This study delineated modern roles for DPA and defined its diagnostic yield. Methods All trauma patients presenting to our Level I center who underwent DPA were included (May 2015 to May 2020). Demographics, comorbidities, clinical/injury data, and outcomes were collected. The diagnostic yield and accuracy of DPA were calculated against the criterion standard of hemoperitoneum at exploratory laparotomy or computed tomography scan. Results In total, 41 patients underwent DPA, typically after blunt trauma (n = 37, 90%). Patients were almost exclusively hypotensive (n = 20, 49%) or in arrest (n = 18, 44%). Most patients had an equivocal or negative FAST and hypotension or return of spontaneous circulation after resuscitative thoracotomy (n = 32, 78%); or had a positive FAST and known cirrhosis (n = 4, 10%). In two (5%) patients, one obese, the catheter failed to access the peritoneal cavity. Diagnostic peritoneal aspiration sensitivity, specificity, positive predictive value, and negative predictive value were 80%, 100%, 100%, and 90%, with an accuracy of 93%. One (2%) complication, a small bowel injury, occurred. Conclusion Despite near ubiquitous FAST availability, DPA remains important in diagnosing or excluding hemoperitoneum with exceedingly low rates of failure and complications. Diagnostic peritoneal aspiration is most conclusive when positive, without false positives in this study. Diagnostic peritoneal aspiration was most used among blunt hypotensive or postarrest patients who had an equivocal or negative FAST, in whom the preliminary diagnosis of hemoperitoneum is a critically important decision making branch point. Level of evidence Diagnostic, level III.

Hypotension based on low systolic blood pressure (SBP) is a well-documented indicator of ongoing blood loss. However, the utility of pulse pressure (PP) for detection of hemorrhage has not been well studied. The purpose of this study was to determine whether a narrowed PP in nonhypotensive patients is an independent predictor of critical administration threshold (CAT+) hemorrhage requiring surgical or endovascular control.We performed a retrospective single-center study (January 2010 to October 2014), including trauma patients ≥16 years old with SBP ≥ 90 mmHg upon emergency department (ED) admission. We identified patients who were both CAT+ and required either surgical or interventional radiology for definitive hemorrhage control as the active hemorrhage (AH) group. Analyses were then performed to elucidate the association between PP and hemorrhage.Of the total 18,015 patients identified, 283 (1.6%) met the criteria for clinically significant hemorrhage. Mean PP was significantly lower in the AH group compared with the non-AH group (39 ± 18 mmHg vs 53 ± 19 mmHg, p0.0001). Multivariate analysis revealed that narrowed initial ED PP is an independent predictor of AH (adjusted odds ratio [AOR] 0.975) along with age (AOR 1.01), penetrating mechanism (AOR 9.476), field SBP (AOR 0.985), ED heart rate (AOR 1.024), and Injury Severity Score (AOR 1.126). Cutoff analysis of PP values identified a significantly higher risk of AH at a PP cutoff of 55 mmHg (AOR 3.44, p = 0.005, AUC 0.955) in patients 61 years or older vs 40 mmHg (AOR 2.73, p0.0001, AUC 0.940) for patients 16 to 60 years old. The predicted probability of AH increases as PP narrows.In patients who are nonhypotensive, a narrowed PP is an independent early predictor of active hemorrhage requiring blood product transfusion and intervention for hemorrhage control.

The optimal timing of VTE prophylaxis initiation after blunt solid organ injury is controversial. Retrospective studies suggest initiation ≤48 h is safe. This prospective study examined the safety and efficacy of early VTE prophylaxis initiation after nonoperative blunt solid organ injury. All patients >15 years of age presenting after blunt trauma (12/01/16–11/30/17) were prospectively screened. Patients were included if solid organ injury (liver, spleen, kidney) was diagnosed on admission CT scan and nonoperative management was planned. ED deaths, transfers, patients with pre-existing bleeding disorders or home antiplatelet/anticoagulant medications, and those who did not receive VTE prophylaxis were excluded. Demographics, injury/clinical data, type/timing of VTE prophylaxis initiation, and outcomes were collected. Patients were dichotomized into study groups based on VTE prophylaxis initiation time: Early (≤48 h) vs Late (>48 h after admission). Prophylaxis initiation was at the discretion of the attending trauma surgeon. The primary study outcome was VTE event rate. Secondary outcomes included hospital length of stay (LOS), intensive care unit (ICU) LOS, need for and volume of post-prophylaxis blood transfusion, need for delayed (post-prophylaxis) interventional radiology (IR) or operative intervention, failure of nonoperative management, and mortality. Outcomes were compared with univariate analysis. Multivariate analysis with logistic regression determined independent predictors of late VTE prophylaxis initiation. After exclusions, 118 patients were identified. Median ISS was 22 [IQR 14–26]. Median AAST grade of injury was 2 [IQR 2–3] for liver, 2 [IQR 1–3] for spleen, and 3 [IQR 2–3] for kidney. Compared to late prophylaxis patients (n = 57, 48%), early prophylaxis patients (n = 61, 52%) had significantly fewer DVTs (n = 0, 0% vs n = 5, 9%, p = 0.024) but similar rates of PE (n = 2, 3% vs n = 3, 5%, p = 0.672). TBI was the only significant risk factor for late prophylaxis (OR 0.22, p = 0.015). No patient in either group required delayed intervention (operative or IR) for bleeding. There was no difference in volume of post-prophylaxis blood transfusion. In this prospective study of patients with nonoperative blunt solid organ injuries, early (≤48 h) initiation of VTE prophylaxis resulted in a lower incidence of DVTs without an associated increase in bleeding or need for intervention. Early initiation of VTE prophylaxis is likely to be safe and beneficial for patients with blunt solid organ injury.

Background The optimal treatment for complicated appendicitis remains controversial. We sought to compare clinical outcomes of patients with complicated appendicitis treated with an immediate operation or a trial of nonoperative management. Methods Adult patients (≥18 years) with complicated appendicitis were included. Patient characteristics and outcomes were compared between the immediate operation group and the nonoperative management group. Results A total of 101 patients met our inclusion criteria. Of those, 36 patients received an initial trial of nonoperative management with an 86.1% success rate. Patients who failed nonoperative management required significantly longer hospital stays than those in the immediate operation group (11 vs. 5 days). An immediate operation was performed in 65 patients. Open surgery was required in 9 patients (13.8%). Postoperatively, 7 patients (10.8%) required percutaneous drainage of intraabdominal abscess. Conclusions Nonoperative management was successful in the majority of patients with complicated appendicitis, whereas failure of nonoperative management was associated with prolonged hospital stay. Patients who underwent an immediate operation often required percutaneous drainage of intraabdominal abscess.

Background Near hangings are an infrequent cause of trauma, and the optimal workup for these patients is unclear. The study objectives were to define the epidemiology, injury patterns, and use of investigations, including computed tomographic angiography (CTA) neck, after near hangings. Methods All patients presenting to LAC+USC Medical Center (2008-2015) after near hanging (International Classification of Diseases, Ninth Revision, code of E913.8, E953.0, E963, or E983.0) were screened for inclusion. Transferred patients were excluded. Patient demographics, clinical data, injury data, investigations performed, and outcomes were collected. Results Over the study period, 71 patients were identified. Median age was 32 years (interquartile range [IQR], 24-44), and 85% (n=64) were male. Median Glasgow Coma Scale was 12 [IQR 5-15], and median Injury Severity Score was 1 [IQR 1-2]. Mortality rate was 14% (n = 10). The most common finding on physical examination was a ligature mark (n = 38, 54%). Cervical injuries after near hangings occurred infrequently (five injuries in four patients [6%]: 3 [4%] arterial injuries and 2 [3%] laryngotracheal injuries). Only one patient (1%) required surgical and/or endovascular intervention. Two (3%) arrived in cardiac arrest, underwent resuscitative thoracotomy, and were pronounced dead. All others (n = 69, 97%) underwent CTA of the neck. No patient in this series manifested signs or symptoms of cervical injury during hospitalization after a normal CTA neck on presentation. Conclusion Near hangings infrequently result in cervical injury, and intervention is rarely needed. When injuries are sustained, they occur to critical structures such as the larynx, trachea, and cervical vasculature. Therefore, effective injury screening is important. We recommend CTA of the neck as the optimal initial imaging investigation after near hangings. Level of evidence Epidemiologic, level IV; therapeutic/care management, level IV.

Post-traumatic cardiac complications may occur after penetrating or blunt injuries to the heart or may follow severe extracardiac injuries. The majority of victims with penetrating injuries to the heart die at the scene and do not reach hospital care. For those patients who reach hospital care, an immediate operation, sometimes in the emergency room, cardiac injury repair, and cardiopulmonary resuscitation provide the only possibility of survival. Many patients develop perioperative cardiac complications such as acute cardiac failure, cardiac arrhythmias, coronary air embolism, and myocardial infarction. Some survivors develop post-operative functional abnormalities or anatomical defects, which may not manifest during the early post-operative period. It is essential that all survivors undergo detailed early and late cardiac evaluations. Blunt cardiac trauma encompasses a wide spectrum of injuries that includes asymptomatic myocardial contusion, arrhythmias, or cardiogenic shock to full-thickness cardiac rupture and death. Clinical examination, electrocardiograms, troponin measurements, and echocardiography are the cornerstone of diagnosis and monitoring of these patients. Lastly, some serious extracardiac traumatic conditions, such as traumatic pneumonectomy and severe traumatic brain injury, may result in cardiac complications. This may include tachyarrhythmias, cardiogenic shock, electrocardiographic changes, troponin elevations, heart failure, and cardiac arrest.

Background With no consensus on the optimal management strategy for asymptomatic retained bullet fragments (RBF), the emerging data on RBF lead toxicity have become an increasingly important issue. There are, however, a paucity of data on the magnitude of this problem. The aim of this study was to address this by characterizing the incidence and distribution of RBF. Methods A trauma registry was used to identify all patients sustaining a gunshot wound (GSW) from July 1, 2015, to June 31, 2016. After excluding deaths during the index admission, clinical demographics, injury characteristics, presence and location of RBF, management, and outcomes, were analyzed. Results Overall, 344 patients were admitted for a GSW; of which 298 (86.6%) of these were nonfatal. Of these, 225 (75.5%) had an RBF. During the index admission, 23 (10.2%) had complete RBF removal, 35 (15.6%) had partial, and 167 (74.2%) had no removal. Overall, 202 (89.8%) patients with nonfatal GSW were discharged with an RBF. The primary indication for RBF removal was immediate intraoperative accessibility (n = 39, 67.2%). The most common location for an RBF was in the soft tissue (n = 132, 58.7%). Of the patients discharged with an RBF, mean age was 29.5 years (range, 6.1-62.1 years), 187 (92.6%) were me, with a mean Injury Severity Score of 8.6 (range, 1-75). One hundred sixteen (57.4%) received follow-up, and of these, 13 (11.2%) returned with an RBF-related complication [infection (n = 4), pain (n = 7), fracture nonunion (n = 1), and bone erosion (n = 1)], with a mean time to complication of 130.2 days (range, 11-528 days). Four (3.4%) required RBF removal with a mean time to removal of 146.0 days (range, 10-534 days). Conclusion Retained bullet fragments are very common after a nonfatal GSW. During the index admission, only a minority are removed. Only a fraction of these are removed during follow-up for complications. As lead toxicity data accumulates, further follow-up studies are warranted. Level of evidence Prognostic and epidemiological, level III.

Background Hypocalcemia is cited as a complication of massive transfusion. However, this is not well studied as a primary outcome in trauma patients. Our primary outcome was to determine if transfusion of packed red blood cells (pRBC) was an independent predictor of severe hypocalcemia (ionized calcium ≤ 3.6 mg/dL). Methods Retrospective, single-center study (01/2004–12/2014) including all trauma patients ≥ 18 yo presenting to the ED with an ionized calcium (iCa) level drawn. Variables extracted included demographics, interventions, outcomes, and iCa. Regression models identified independent risk factors for severe hypocalcemia (SH). Results Seven thousand four hundred and thirty-one included subjects, 716 (9.8%) developed SH within 48 h of admission. Median age: 39 (Range: 18–102), systolic blood pressure: 131 (IQR: 114–150), median Glasgow Coma Scale (GCS): 15 (IQR: 10–15), Injury Severity Score (ISS): 14 (IQR: 9–24). SH patients were more likely to have depressed GCS (13 vs 15, p

Background Traumatic craniocervical dissociation (CCD) is the forcible dislocation of the skull from the vertebral column. Because most CCD patients die on scene, prognostication for those who arrive alive to hospital is challenging. The study objective was to determine if greater dissociation, based on radiologic measurements of CCD, is predictive of in-hospital mortality among patients surviving to the emergency department. Methods All trauma patients arriving to our Level 1 trauma center (January 2008 to April 2019) with CCD were retrospectively identified and included. Transfers and patients without computed tomography head/cervical spine were excluded. Study patients were dichotomized into groups based on in-hospital mortality. Radiologic measurements of degree of CCD were performed based on the index computed tomography scan by an attending radiologist with Emergency Radiology fellowship training. Measurements were compared between patients who died in-hospital versus those who survived. Results After exclusions, 36 patients remained: 12 (33%) died and 24 (67%) survived. Median age was 55 years (30-67 years) versus 44 (20-61 years) (p = 0.199). Patients who died had higher Injury Severity Score (39 [31-71] vs. 27 [14-34], p = 0.019) and Abbreviated Injury Scale head/neck score (5 [5-5] vs. 4 [3-4], p = 0.001) than survivors. The only radiologic measurement that differed between groups was greater soft tissue edema at mid C1 among patients who died (12.37 [7.60-14.95] vs. 7.86 [5.25-11.61], p = 0.013). Receiver operating characteristic curve analysis of soft tissue edema at mid C1 and mortality revealed 10.86 mm or greater of soft tissue width predicted mortality with sensitivity and specificity of 0.75. All other radiologic parameters, including the basion-dens interval, were comparable between groups (p > 0.05). Conclusion Among patients who arrive alive to hospital after traumatic CCD, greater radiologic dissociation is not associated with increased mortality. However, increased soft tissue edema at the level of mid C1, particularly 10.86 mm or greater, is associated with in-hospital death. These findings improve our understanding of this highly lethal injury and impart the ability to better prognosticate for patients arriving alive to hospital with CCD. Level of evidence Prognostic and Epidemiological, Level III.

The objective of this study was to investigate the frequency and cause of preventable and potentially preventable complications on an emergency nontrauma surgical service. The study is a retrospective review conducted at an academic teaching hospital. All patients were assessed (January 2010–June 2012) for emergency general surgical conditions, excluding trauma. The main outcome measures were preventable and potentially preventable complications and deaths, treatments, loop closure mechanisms, and impact on outcomes. The results showed that of 9078 nontrauma emergency surgical admissions and consultations, 194 patients (2.1%) had 261 complications. One hundred and ten (42.1% of total complications) were preventable. The most common causes of preventable complications were delay in management or diagnosis (n = 45, 41% of all preventable complications), technical/iatrogenic (n = 28, 25%), and infectious (n = 18, 16%). The most common nonpreventable complication was infectious (n = 84, 82% of all complications). The most common diagnoses associated with preventable complications were acute cholecystitis (n = 27, 25%), acute appendicitis (n = 25, 23%), and small bowel obstruction (n = 7, 6%). Preventable complications changed management in 80 per cent of cases. Of three (0.01%) mortalities, two were preventable. The mortality rate in emergency nontrauma surgery is low. A significant burden of complications remains. A large proportion are preventable or potentially preventable, with many changing management. These preventable errors are important targets for quality improvement efforts as the specialty of acute care surgery evolves.

Higher transfusion ratios of plasma to packed red blood cells (PRBC) and platelets (PLT) to PRBC have been shown to be associated with decreased mortality in major trauma patients. However, little is known about the effect of transfusion ratios on mortality in patients with isolated severe traumatic brain injury (TBI). The aim of this study was to investigate the effect of transfusion ratios on mortality in patients with isolated severe blunt TBI. We hypothesized that higher transfusion ratios of plasma to PRBC and PLT to PRBC are associated with a lower mortality rate in these patients.Retrospective observational study. Patients with isolated severe blunt TBI (AIS head≥3, AIS extracranial3) admitted to an urban level I trauma centre were included. Clinical data were extracted from the institution's trauma registry, blood transfusion data from the blood bank database. The effect of higher transfusion ratios on in-hospital mortality was analysed using univariate and multivariable regression analysis.A total of 385 patients were included. Median age was 32 years (IQR 2-50), 71.4% were male, and 76.6% had an ISS≥16. Plasma:PRBC transfusion ratios≥1 were identified as an independent predictor for decreased in-hospital mortality (adjusted OR 0.43 [CI 0.22-0.81]). PLT:PRBC transfusion ratios≥1 were not significantly associated with mortality (adjusted OR 0.39 [CI 0.08-1.92]).This study revealed plasma to PRBC transfusion ratios≥1 as an independent predictor for decreased in-hospital mortality in patients with isolated severe blunt TBI.

BACKGROUND Injuries to the gastroesophageal (GE) junction are infrequently encountered because of the high mortality of associated injuries. Consequently, there is a paucity of literature on the patient demographics and treatment options. The aim of this study was to examine the epidemiology, surgical management, and outcomes of these rare injuries. METHODS Patients presenting to LAC + USC Medical Center (January 2008 to August 2016) with traumatic esophageal or gastric injury (DRG International Classification of Diseases-9th Rev.-Clinical Modification and 10th Rev. codes) were extracted from the trauma registry. Patient charts were reviewed, and all patients who sustained an injury to the GE junction were enrolled. Patient demographics, injury characteristics, procedures, and outcomes were analyzed. RESULTS Of the 238 patients who sustained an injury to the esophagus or stomach during the study period, 28 (12%) were found to have a GE junction injury. Mean age was 26 years (range, 14-57 years), 89% male. Mechanism of injury was penetrating in 96% (n = 27), the majority of which were gunshot wounds (n = 22, 81%). Most patients (n = 18, 64%) were taken directly to the operating room. Ten (36%) underwent computed tomography scan before going to the operating room, all demonstrating a GE junction injury. All patients underwent repair via laparotomy. One (4%) also required thoracotomy to facilitate delayed reconstruction. GE junction injuries were typically managed with primary repair (n = 22, 79%). Associated injuries were frequent (n = 26, 93%), and injury severity was high (mean Injury Severity Score, 25 [9-75]). Mortality was 25% (n = 7), and all patients required intensive care unit admission. Most did not require total parenteral nutrition (n = 25, 89%) or a surgically placed feeding tube (n = 26, 93%). Of the 13 patients who presented for clinical follow-up, all but one (n = 12, 92%) were eating independently by the first clinic visit. CONCLUSION GE junction injuries are uncommon and occur almost exclusively after penetrating trauma. Patients are severely injured with a high mortality rate and frequently have associated intracavitary injuries. Most can be fixed through the abdomen alone and do not require thoracotomy for repair. Despite the severity of injuries, the majority of survivors are eating independently by the first clinic visit. LEVEL OF EVIDENCE Epidemiological, level V.

BACKGROUND Splenic artery embolization (SAE) has gained increasing acceptance as an important adjunct in the treatment of splenic injuries. Residual immunologic function of the spleen after embolization and its consequences on early infectious complications still remain intensely debated. The purpose of this study was to compare SAE and splenectomy (SP) in terms of early in-hospital infectious complications and outcomes. METHODS Two-year retrospective Trauma Quality Improvement Program database prognostic study. Patients with grade IV to V splenic injury requiring SAE or SP were included in the final analysis. Examined variables were demographics, mechanism of injury, Abbreviated Injury Scale (AIS), Injury Severity Score, Organ Injury Scale, admission vital signs, blood transfusion in the first 24 hours, early infectious complications, and outcomes. Multivariate analysis adjusted for patient and injury-related variables was used to identify independent predictors for infectious complication and mortality. RESULTS During the study period, 4,063 patients with a grade IV to V splenic injury managed with SAE or SP were included in the study. SAE was performed in 461 (11.3%) patients. The early infectious complication rate was 23.1% in the SP group and 11.7% in the SAE group (p < 0.001). Stepwise logistic regression analysis identified age 65 years or older, Glasgow Coma Scale (GCS) score less than 9, Head AIS score of 3 or greater, SP, and blood transfusion in the first 24 hours as independent predictors for early infectious complications. The unadjusted overall mortality was 12.7% in the SP group and 5.4% in the SAE group (p < 0.001). Age 65 years or older, GCS score less than 9, hypotension, head AIS score of 3 or greater, and blood transfusion in the first 24 hours were independent risk factor for mortality. SP was not an independent risk factor in terms of mortality. Subgroup analysis in patients with isolated splenic injury showed age 65 years or older, GCS score less than 9, and blood transfusion in the first 24 hours as independent factors associated with early infection. CONCLUSION Our study supports the effectiveness of SAE in hemodynamically stable patients with a grade IV to V splenic injury. SP is associated with an increased risk of early infectious complications but is not an independent risk for mortality. LEVEL OF EVIDENCE Therapeutic study, level IV.

Injuries after skiing and snowboarding accidents lead to an estimated 7,000 hospital admissions annually and present a significant burden to the health care system. The epidemiology, injury patterns, hospital resource utilization, and outcomes associated with these severe injuries need further characterization.The National Trauma Data Bank was queried for the period 2007 to 2014 for admissions with Injury Severity Score15 and International Classification of Diseases Codes-9th Revision codes 885.3 (fall from skis, n = 1,353) and 885.4 (fall from snowboard, n = 1,216). Demographics, emergency department data, diagnosis and procedure codes, and outcomes were abstracted from the database.Severe (Injury Severity Score15) ski-associated and snowboard-associated injuries differed with respect to age distribution (median age, 38; interquartile range, 19-59 for skiers and median age, 20; interquartile range, 16-25 for snowboarders; p0.001) and sex (78.9% and 86.4% males, respectively, p0.001). Traumatic brain injury was common for both sports (56.8% of skiers vs. 46.6% of snowboarders, p0.001). Injuries to the spine (28.9%), chest (37.6%), and abdomen (35.0%) were also common. Eighty percent of patients used emergency medical services (50% ambulance, 30% helicopter) with a median emergency medical services transport time of 84 minutes. 50.8% of patients required interhospital transport. 43.2% of injuries required surgical intervention (21.3% orthopedic, 12.5% neurosurgical, 10.5% thoracic, 7.8% abdominal). Median hospital length of stay was 5.0 days. 60.0% of patients required intensive care unit admission with median intensive care unit length of stay 3.0 days. Overall mortality was 4.0% for skiers and 1.9% for snowboarders.Severe injuries after ski and snowboard accidents are associated with significant morbidity and mortality. Differences in injury patterns, risk factors for severe injury, and resource utilization require further study. Increased resource allocation to alpine trauma systems is warranted.Prognostic/epidemiologic, level III.

Trauma training in general surgery residency is undergoing an evolution. Hour restrictions, the growth of subspecialty care, and the trend toward nonoperative management have altered resident exposure to operative trauma. We sought to identify trends in resident trauma training since the inception of the 80-hour workweek.The Accreditation Council for General Medical Education Case Log Statistical Reports for Surgery was abstracted for general surgery resident trauma operative volume for the years 1999-2014. Resident trauma experience (operative caseload [OC]) was compared before inception of the 80-hour workweek (1999-2002) to after the 80-hour workweek began (2003 to current).A trend toward decreased operative trauma for general surgery residents was observed (mean OC [before 80-hour workweek vs. 80-hour workweek], 39,252 ± 1,065.2 cases vs. 36,065 ± 1,291.8; p = 0.06). Trauma laparotomies increased (range, 5,446-9,364 cases) with corresponding decreases in vascular trauma (4,704 to 799 cases), neck explorations (1,876 to 1,370 cases), and thoracotomies (2,507 to 2,284 cases). By comparison, an increase in vascular/integrated cases was noted (mean OC [before 80-hour workweek vs. 80-hour workweek], 845 ± 44.2 vs. 1,465 ± 88.4 cases; p0.01). Resident deficiencies analyzed by time period (before 80-hour workweek vs. 80-hour workweek) demonstrated deficiencies in thoracic, abdominal, solid organ, and extremity-vascular trauma domains (p0.01 for each). Nontrauma cases were also on the decline, specifically in open thoracic, vascular, and solid organ surgery (p0.05 for each). Both 1- and 2-year fellowships offset deficiencies in trauma education.Based on the data, an alarming number of graduates complete training with substantially less experience in defined trauma categories. Because of a decline in operative trauma volume, advanced fellowship training should be encouraged specifically for those interested in a career in trauma and acute care surgery.