Prediction of sepsis within 24 hours at the triage stage in emergency departments using machine learning

BACKGROUND:Sepsis is one of the main causes of mortality in intensive care units(ICUs).Early prediction is critical for reducing injury.As approximately 36%of sepsis occur within 24 h after emergency department(ED)admission in Medical Information Mart for Intensive Care(MIMIC-IV),a prediction system for the ED triage stage would be helpful.Previous methods such as the quick Sequential Organ Failure Assessment(qSOFA)are more suitable for screening than for prediction in the ED,and we aimed to fi nd a light-weight,convenient prediction method through machine learning.METHODS:We accessed the MIMIC-IV for sepsis patient data in the EDs.Our dataset comprised demographic information,vital signs,and synthetic features.Extreme Gradient Boosting(XGBoost)was used to predict the risk of developing sepsis within 24 h after ED admission.Additionally,SHapley Additive exPlanations(SHAP)was employed to provide a comprehensive interpretation of the model's results.Ten percent of the patients were randomly selected as the testing set,while the remaining patients were used for training with 10-fold cross-validation.RESULTS:For 10-fold cross-validation on 14,957 samples,we reached an accuracy of 84.1%±0.3%and an area under the receiver operating characteristic(ROC)curve of 0.92±0.02.The model achieved similar performance on the testing set of 1,662 patients.SHAP values showed that the fi ve most important features were acuity,arrival transportation,age,shock index,and respiratory rate.CONCLUSION:Machine learning models such as XGBoost may be used for sepsis prediction using only a small amount of data conveniently collected in the ED triage stage.This may help reduce workload in the ED and warn medical workers against the risk of sepsis in advance.

Comparing 11 early warning scores and three shock indices in early sepsis prediction in the emergency department

BACKGROUND:This study aimed to evaluate the discriminatory performance of 11 vital sign-based early warning scores(EWSs)and three shock indices in early sepsis prediction in the emergency department(ED).METHODS:We performed a retrospective study on consecutive adult patients with an infection over 3 months in a public ED in Hong Kong.The primary outcome was sepsis(Sepsis-3 definition)within 48 h of ED presentation.Using c-statistics and the DeLong test,we compared 11 EWSs,including the National Early Warning Score 2(NEWS2),Modified Early Warning Score,and Worthing Physiological Scoring System(WPS),etc.,and three shock indices(the shock index[SI],modified shock index[MSI],and diastolic shock index[DSI]),with Systemic Inflammatory Response Syndrome(SIRS)and quick Sequential Organ Failure Assessment(qSOFA)in predicting the primary outcome,intensive care unit admission,and mortality at different time points.RESULTS:We analyzed 601 patients,of whom 166(27.6%)developed sepsis.NEWS2 had the highest point estimate(area under the receiver operating characteristic curve[AUROC]0.75,95%CI 0.70-0.79)and was significantly better than SIRS,qSOFA,other EWSs and shock indices,except WPS,at predicting the primary outcome.However,the pooled sensitivity and specificity of NEWS2≥5 for the prediction of sepsis were 0.45(95%CI 0.37-0.52)and 0.88(95%CI 0.85-0.91),respectively.The discriminatory performance of all EWSs and shock indices declined when used to predict mortality at a more remote time point.CONCLUSION:NEWS2 compared favorably with other EWSs and shock indices in early sepsis prediction but its low sensitivity at the usual cut-off point requires further modification for sepsis screening.

Trends in oxycodone and oxycodone-containing analgesics administration for back pain in emergency departments in the USA(2007–2018)

BACKGROUND:To describe trends in oxycodone and oxycodone-containing analgesic prescribing for the treatment of back pain among adults in emergency departments(EDs) in the USA from 2007 to 2018.METHODS:Data were gathered from the National Hospital Ambulatory Medical Care Survey(NHAMCS) from 2007 to 2018.The study population included individuals of all ages presenting to USA EDs.The NHAMCS reasons for visit and oxycodone drug ID codes were used to isolate patients with back pain.The main outcome was the proportion of oxycodone and oxycodone-containing analgesics prescribed for back pain in the EDs over the specified time period.RESULTS:There was a relative decrease in the overall administration of oxycodone for back pain in the EDs by 62.3% from 2007(244,000 visits) to 2018(92,000 visits).The proportion of ED patients prescribed with oxycodone-containing analgesics for back pain increased among patients aged 45 years and older(from 43.8% to 57.6%),female patients(from 54.5% to 62.0%),black patients(from 22.5% to 30.4%),and Hispanic/Latino patients(from 9.4% to 19.6%).Oxycodone/acetaminophen was most prescribed and accounted for 90.2% of all oxycodone-containing analgesics in 2007,with a decrease to 68.5% in 2018.Pure oxycodone was the second most prescribed medication,accounting for 6.1% in 2007 and 31.5% in 2018.CONCLUSION:The overall number of oxycodone-containing analgesics decreased significantly from 2007 to 2018.However,that number trended upward in 45-year-old and older,female,black,or Hispanic/Latino patients from 2007 to 2018.The total amount of pure oxycodone increased significantly from 2007 to 2008.

Assessment of Satisfaction in the Reception and Emergency Department of a Health Center

Introduction The main objective of any healthcare establishment must be to ensure the quality of patient care and customer satisfaction. It is necessary to regularly assess patient satisfaction. The aim of this study was to assess the level of satisfaction of customers aged over 18 years attending the emergency department of the health center. Methodology This was a descriptive and analytical cross-sectional study of patients aged 18 years and over, who attended the Samu Municipal emergency department between 02 and 30 May 2023. The satisfaction index was determined using the adapted 2009 SAPHORA-MCO questionnaire and the Likert satisfaction scale. Results A total of 400 patients were surveyed. The average age was 35 years, with a standard deviation of 14.7. Of those surveyed, 51% were women, 87% were educated, 50% lived in Grand Yoff and 59.5% were unemployed. Satisfaction levels linked to perception of the cost of care (72%), waiting time (64.3%), information given to patients (69.1%) and pain management (74 .5%) are fair. On the other hand, the levels of satisfaction linked to administrative procedures (82.5%), staff attitudes towards patients (84%), staff availability (86.4%), patient privacy (89.2%), general atmosphere (87.2%), staff competence (87.3%), and the effectiveness of care (89.4%) were satisfactory. The average waiting time was 38 minutes. However, 32% of patients waited less than 30 minutes and 92% less than an hour. The satisfaction index linked to administration and reception was 72.9% and 79.85%, respectively. The satisfaction index linked to the administration and technical quality of care is equal to 85.8% and 83.7%, respectively. The overall satisfaction index is equal to 80.6%;the level of satisfaction of users of the health structure is satisfactory. Conclusion Patient satisfaction is an essential part of quality care. Patient satisfaction must be based on effective communication from the healthcare team and the creation of a patient-caregiver relationship.

Epidemiology of Hand Injuries That Presented to the Emergency Department of a Tertiary Care Facility in Suburban Mumbai, India: A Study Including 489 Patients

Background: Hand injuries are very common and responsible for a significant number of emergency department (ED) visits, most of which are not to hand specialists [1]. The functionality and outcome of hand injuries can vary significantly depending on the mechanism and pattern of injuries, which is why it is imperative for emergency physicians to recognize the complexities, and the potential repercussion of missed injuries in such cases. Objective: The aim of this study is to provide epidemiological information on hand injuries and their patterns. The objective is 1) to assess whether most hand injuries are superficial (simple), or involve underlying deeper structures (complex) and 2) to assess whether most hand injuries presented to the emergency department were managed by the emergency physician or plastic/orthopaedic surgeon. Methods: This retrospective single-centre observational study conducted at an emergency department in a tertiary care hospital in Mumbai, India collected data from hand trauma patients using a standardized documentation form. Demographic data, trauma-related data, and disposition plans were analysed. Results: A total of 489 cases sustained hand injuries over a period of one year. The patients were predominantly males in the 20 - 30 year age group and injuries were mainly sustained over the right hand. Most of the injuries were sustained at home (42%). The most common mechanism (34%) was sharp object injury (including needle-stick and other sharps in hospital), followed by blunt injury (30%). Among grievous hand injuries, door jamb was a mechanism noted in 11% of patients, accounting for 50% of all crush injuries. Lacerations were the most common pattern (24.7%) noticed, followed closely by fractures (23.3%). Digits II - IV were injured most commonly (54%), followed by carpals (14%) and the thumb (10%). Nearly 80% of the hand injuries were managed by emergency physicians alone, with 61% of cases involving superficial structures. Though 14% of the cases required plastic surgery intervention, the initial evaluation of all these patients was performed by the emergency physician. Conclusions: Our study highlights the burden of hand injuries on the emergency physician, as well as the odds of missed injuries, directly indicating the necessity of a thorough anatomical knowledge of the structures of the hand, and in turn, a proper physical examination. A dedicated registry for hand trauma would help quantify the mechanism and pattern of injuries, and formulate preventive strategies.

The impact of emergency department length of stay on the outcomes of trauma patients requiring hospitalization: a retrospective observational study

BACKGROUND: We aimed to explore the impact of the emergency department length of stay(EDLOS) on the outcome of trauma patients.METHODS: A retrospective study was conducted on all trauma patients requiring hospitalization between 2015 and 2019. Patients were categorized into 4 groups based on the EDLOS(<4 h, 4–12 h,12–24 h, and >24 h). Data were analyzed using Chi-square test(categorical variables), Student’s t-test(continuous variables), correlation coefficient, analysis of variance and multivariate logistic regression analysis for identifying predictors of short EDLOS and hospital mortality.RESULTS: The study involved 7,026 patients with a mean age of 32.1±15.6 years. Onefifth of patients had a short EDLOS(<4 h) and had higher level trauma team T1 activation(TTA-1), higher Injury Severity Score(ISS), higher shock index(SI), and more head injuries than the other groups(P=0.001). Patients with an EDLOS >24 h were older(P=0.001) and had more comorbidities(P=0.001) and fewer deaths(P=0.001). Multivariate regression analysis showed that the predictors of short EDLOS were female gender, GCS, SI, hemoglobin level, ISS, and blood transfusion. The predictors of mortality were TTA-1(odds ratio [OR]=4.081, 95%CI: 2.364–7.045), head injury(OR=3.920, 95%CI: 2.413–6.368), blood transfusion(OR=2.773, 95%CI: 1.668–4.609), SI(OR=2.132, 95%CI: 1.364–3.332), ISS(OR=1.077, 95%CI: 1.057–1.096), and age(OR=1.040, 95%CI: 1.026–1.054). CONCLUSIONS: Patients with shorter EDLOS had different baseline characteristics and hospital outcomes compared with patients with longer EDLOS. Patients with prolonged EDLOS had better outcomes;however, the burden of prolonged boarding in the ED needs further elaboration.

Prevalence and risk factors for acquired long QT syndrome in the emergency department:a retrospective observational study

BACKGROUND: Long QT syndrome(LQTS) is a heterogeneous syndrome that may be congenital or, more frequently, acquired. The real-world prevalence of acquired LQTS(aLQTS) in the emergency department(ED) remains to be determined. The aim of this study was to determine prevalence of aLQTS and its impact on symptoms on ED admissions.METHODS: Electrocardiograms(ECG) of 5,056 consecutively patients admitted in the ED of a tertiary hospital between January 28th and March 17th of 2020 were reviewed. All patients with aLQTS were included. Clinical data with a focus on QT prolonging drugs and clinical factors were recorded. Statistical comparison was made between the groups with and without corrected QT(QTc) interval greater than 500 ms(value that is considered severely increased).RESULTS: A total of 383 ECGs with prolonged QTc were recognized, corresponding to a prevalence of aLQTS at admission of 7.82%. Patients with aLQTS were more commonly men(53.3%) with an age of(73.49±14.79) years old and QTc interval of(505.3±32.4) ms. Only 20.4% of these patients with aLQTS were symptomatic. No ventricular arrhythmias were recorded. Patients with QT interval greater than 500 ms were more frequently female(59.5%;P<0.001) and were more frequently on QT prolonging drugs(77.3%;P=0.025). Main contributing factor was intake of antibiotics(odds ratio [OR] 4.680) followed by female gender(OR 2.473) and intake of antipsychotics(OR 1.925).CONCLUSION: aLQTS is particularly prevalent in the ED. Female patients on antibiotics and antipsychotics are at particularly high risk. Efforts must be made to avoid, detect and treat aLQTS as early as possible.

Diagnostic accuracy of the tongue blade test combined with clinical signs to detect maxillary and mandibular fractures in the emergency department

BACKGROUND: To evaluate the diagnostic accuracy of clinical signs combined with the tongue blade test(TBT) to detect maxillary and mandibular fractures.METHODS: A cross-sectional study enrolled patients with maxillary and mandibular injuries in the emergency department. Physical examination and the TBT were performed, followed by radiological imaging(facial X-ray or computed tomography [CT]). The diagnostic accuracy was calculated for individuals and a combination of clinical findings at predicting maxillary and mandibular fractures.RESULTS: A total of 98 patients were identified, of whom 31.6% had maxillary fractures and9.2% had mandibular fractures. The combination of malocclusion, tenderness on palpation and swelling with positive TBT had 100% specificity to detect maxillary and mandibular fractures. In the absence of malocclusion, the combination of tenderness on palpation and swelling with positive TBT produced a specificity of 97.8% for maxillary fracture and a specificity of 96.2% for mandibular fracture. A clinical decision tool consisting of malocclusion, tenderness on palpation, swelling and TBT revealed a specificity of 100% and a positive predictive value of 100%.CONCLUSION: The clinical decision tool is potentially useful to rule out mandibular fractures,thus preventing unnecessary radiation exposure.

Survey study of the etiology of non-traumatic altered consciousness in the Emergency Department at Suez Canal University Hospital in Egypt

BACKGROUND Disorders of consciousness including coma in non-trauma patients can be caused by a wide variety of pathologies affecting the central nervous system.They represent a frequent challenge in emergency medicine and are combined with a very high in-hospital mortality.Hence,early treatment of these patients is vital and increases the likelihood of a good outcome.AIM To identify the causes of altered consciousness presentation to the Emergency Department at Suez Canal University Hospital.METHODS This was a descriptive cross-sectional study conducted on 87 patients with acute non-traumatic disturbed level of consciousness(DLOC)at the Emergency Department.RESULTS The mean age of the studied patients was 60.5±13.6 years.Among them,60%were males and 40%were females.The most common cause of acute non-traumatic DLOC was systemic infection,such as sepsis and septic shock(25.3%),followed by respiratory causes(24.1%)and neurological causes(18.4%).CONCLUSION The most common cause of acute non-traumatic DLOC was systemic infections followed by respiratory and neurological causes.

Relationship between nightmare distress and depressive symptoms in Chinese emergency department nurses: A cross-sectional study

BACKGROUND Most of the recent research on nightmare distress and depressive symptoms has focused on adolescents and students,with less research on the nurse population.Emergency department nurses are at high risk for nightmare distress and depressive symptoms,but no studies have been conducted to explore the relationship between the two;thus,further investigation is needed.AIM To understand the relationship between nightmare distress and depressive symptoms among emergency department nurses in China.METHODS A convenience sampling method was used to select 280 emergency department nurses from nine provinces,including Jiangxi,Sichuan,Jiangsu,and Shanxi Provinces.The Chinese version of the Nightmare Distress Questionnaire and the Center for Epidemiological Studies Depression Scale(CES-D)were administered.RESULTS Emergency department nurses’nightmare distress scores were positively associated with depressive symptom scores(r=0.732),depressed affect(r=0.727),somatic symptoms(r=0.737),and interpersonal difficulty(r=0.647).Further multiple linear regression analyses showed that education level,work pressure,self-reported health,and CES-D scores were factors that influenced nightmare distress among Chinese emergency department nurses(P<0.05).CONCLUSION Nightmare distress is closely associated with depressive symptoms in Chinese emergency department nurses,and early intervention is recommended for professionals with this type of sleep disorder to reduce the occurrence of depressive symptoms.

Impact of an emergency department nursing intervention on continuity of care, self-care, and psychological symptoms

BACKGROUND The emergency department plays a crucial role in providing acute care to patients.Nursing interventions in this setting are essential for improving the continuity of care,enhancing patients’self-care abilities,and reducing psychological symp-toms.AIM To evaluate the effect of nursing interventions in the emergency department on these indicators in an emergency department.METHODS A retrospective analysis was conducted on 120 patients admitted to the emergency department between January 2022 and May 2023.The patients were divided into two groups:The control group(conventional nursing intervention)and the observation group(conventional nursing intervention+emergency department nursing intervention).The two groups were compared regarding continuity of care,self-care ability,psychological symptoms,and satisfaction with care.RESULTS The emergency department nursing interventions significantly improved the continuity of care,enhanced patients’self-care abilities,and reduced psycho-logical symptoms such as anxiety and depression.CONCLUSION Nursing interventions in the emergency department positively impact continuity of care,self-care,and psychological symptoms.However,it is important to acknowledge the limitations of this study,including the small number of studies,variable methodological quality,and the heterogeneity of the study population.Future research should address these limitations and further explore the effects of different types of nursing interventions in the emergency department.Additionally,efforts should be made to enhance the application and evaluation of these interventions in clinical practice.

Clinical profile of medication-related emergencies among patients presenting to the emergency department:An observational study

Objective:To determine the clinical profile of patients presenting with medication-related emergencies to the Emergency Department of our institute.Methods:This was an observational study conducted between November 2018 and September 2020 at Bangalore Baptist Hospital,Karnataka.A total of 138 subjects who satisfied the inclusion criteria were included in the study.The severity of adverse drug reactions(ADR)is assessed based on the Hurwitz severity assessment scale of ADR.Glasgow coma scale at the time of presentation and source of medication were noted.The type of drug overdose,requirement of advanced airway and vasopressors,and the outcome were also assessed.Results:Among medication-related emergencies(n=138)in our study,ADR contributed to 70.3%(n=97)of the study population,and drug overdose accounted for 29.7%(n=41).One-third of the ADR occurred in patients aged above 60 years.Most patients were hemodynamically stable and did not require vasopressors,or advanced airway in both groups.Most patients had Glasgow coma scale ranging from 13-15 in both groups.Nonsteroidal anti-inflammatory drugs were the most used medicine(17/41,41.5%)and most medications were over the counter drugs(25/41,61.0%)in the drug overdose group;meanwhile in the ADR group,anti-diabetic medication was the most used medicine(34/97,35.1%)and most medications were prescribed in the ADR group(93/97,95.9%).Conclusions:Our study shows that ADR is the most common type of medication-related emergency.

Epidemiology of shoulder dislocations presenting to United States emergency departments:An updated ten-year study

BACKGROUND Glenohumeral dislocation is a common injury that may predispose patients to chronic pain and instability.However,there is a paucity of current data available regarding the epidemiological trends of this injury.AIM To provide an updated,comparative assessment of the epidemiology of shoulder dislocations presenting to emergency departments in the United States.We also sought to analyze patient demographic risk factors and consumer products associated with dislocation events.METHODS Data were obtained from the national electronic injury surveillance system database for glenohumeral dislocations between 2012 and 2021.Incidence,age,sex,and injury characteristics were analyzed using weighted population statistics as well as incidence rates and 95%confidence intervals(CI).RESULTS In total,an estimated 773039 shoulder dislocations(CI:640598-905481)presented to emergency rooms across the United States during the study period.The annual incidence rate was 23.96 per 100000 persons and the average patient age at the time of injury was 37.1 years.Significantly more male patients sustained dislocations than female patients(537189,69.5%,vs 235834,30.5%,P<0.001).With regard to associated consumer products,sports and recreation equipment were involved in the highest proportion of incidents(44.31%),followed by home structures and construction materials(21.22%),and home furnishings,fixtures,and accessories(21.21%).Regarding product sub-groups,stairs,ramps,landings,floors was cited in the greatest number of cases(131745).CONCLUSION The national annual incidence rate of glenohumeral dislocations throughout the study period was approximately 23.92 per 100000 persons.Male adolescents sustained the highest proportion of dislocations,with a peak incidence in age group 15-20 years,predominantly secondary to participation in sporting and recreational activities.Conversely,women experienced a relatively consistent incidence of dislocation throughout their lifespan.After age 63,the incidence rate of dislocations in females was found to surpass that observed in males.

The Definition of Non-Urgent Visits to the Emergency Department and Validation of Criteria for Referrals

Background: The centers of disease control and prevention define a non-urgent Emergency Department (NU-ED) visit as a medical condition requiring treatment within more than 24 hours. These visits constitute one of the main reasons for emergency department (ED) overcrowding, which greatly affects healthcare workers’ wellbeing, health costs, patients’ satisfaction and treatment outcomes. Currently, there is no solid definition of non-urgent emergency visits, which is the first step towards dealing and potentially solving this issue. Having that, the aim of the current study is to define and validate the criteria for NU-ED visits in Israel. Methods: This qualitative study included twelve senior physicians and nurses working in Emergency Department and/or Health Maintenance Organizations (HMOs) across Israel. The study was performed using in-depth, semi-structured, open-ended interviews. Qualitative data analysis was performed by conventional content analysis. Results: The urgency of medical visits was defined based on these two questions: 1) Does the medical condition require an immediate treatment? 2) Is the emergency department the only place that can provide the required treatment at a certain timepoint? We found that non-urgent visits mostly occur during the nights and weekends, when medical treatments are not available in the HMOs. Visitors for non-urgent cases mostly complained about minor injuries or chronic conditions, fever, abdominal or chest pain. Most visits occurred based on referral from the family physician or the nurse from the call center. Participants reported a lack of awareness and knowledge about the roles of the EDs and the available options in the HMOs, which seem unable to provide patients with appropriate treatments. The usage of triage scales seems to ensure that patients are being treated based on the clinical urgency of their condition. Medical cases that score above 3 can be defined as non-urgent visits. Therefore, implementation of these scales in the community and their use in decision making of referrals to emergency department might greatly reduce non-urgent visits. Conclusions: Participants defined urgent ED visits as medical situations that need to be treated immediately, while there are no available treatment options in the HMOs. Participants identified many reasons behind NU referrals to the ED, mainly, low awareness about the role of ED, low availability of certain tests in the HMOs, and inability to provide adequate treatment in the community.

Acute Fevers in the Medical Unit of the Medical-Surgical Emergency Department of the Donka National Hospital

Introduction: Fever is a high core temperature ≥ 37.5°C in the morning and 37.8°C in the evening. It is acute when it evolves from 0 to 20 days. Very common in clinical practice, the etiological diagnosis, particularly in developing and tropical countries, is often a challenge for clinicians due to their diversity and the limited availability of diagnostic tools. There is a wide spectrum of etiological diagnoses including infectious causes and non-infectious causes. The aim of this study was to investigate the etiology of fevers acute at the medical unit in the medico-surgical emergency department of the Donka National Hospital. Methods: This was a descriptive cross-sectional study lasting 03 months (January 01, 2022 to March 31, 2022). We included in this study all patients seen in the medical unit, whose age ≥ 18 years, without distinction of sex, from any origin, with an axillary temperature ≥ 37.5°C in the morning and 37.8°C in the evening, evolving from 0 to 20 days, hospitalized or followed on an outpatient basis, and having given verbal consent. Results: Of a total of 1087 patients seen, 466 had an acute fever. The mean age was 40.04 ± 18.91 years (18 and 96 years). The female sex (58.15%) was predominant with a sex ratio of 0.72. Malaria (50.86%) was the main diagnosis. The treatment consisted of compressed paracetamol (59.01%), arthemether + lumefantrine (50.85%). Conclusion: The incidence of acute fevers is high in the medical unit of the medico-surgical emergency department of the Donka National Hospital. Malaria was the main pathology. Treatment was etiological and symptomatic. This high incidence could be explained by the fact that Guinea is an endemic malaria zone. A study taking into account other etiological factors would be of great interest.

Acute care needs in an Indian emergency department： A retrospective analysis

BACKGROUND: Emergencies such as road traffic accidents(RTAs), acute myocardial infarction(AMI) and cerebrovascular accident(CVA) are the most common causes of death and disability in India. Robust emergency medicine(EM) services and proper education on acute care are necessary. In order to inform curriculum design for training programs, and to improve the quality of EM care in India, a better understanding of patient epidemiology and case burden presenting to the emergency department(ED) is needed.METHODS: This study is a retrospective chart review of cases presenting to the ED at Kerala Institute of Medical Sciences(KIMS), a private hospital in Trivandrum, Kerala, India, from November 1, 2011 to April 21, 2012 and from July 1, 2013 to December 21, 2013. De-identified charts were systematically sampled and reviewed.RESULTS: A total of 1 196 ED patient charts were analyzed. Of these patients, 55.35%(n=662) were male and 44.7%(n=534) were female. The majority(67.14%, n=803) were adults, while only 3.85%(n=46) were infants. The most common chief complaints were fever(21.5%, n=257), renal colic(7.3%, n=87), and dyspnea(6.9%, n=82). The most common ED diagnoses were gastrointestinal(15.5%, n=185), pulmonary(12.3%, n=147), tropical(11.1%, n=133), infectious disease and sepsis(9.9%, n=118), and trauma(8.4%, n=101).CONCLUSION: The patient demographics, diagnoses, and distribution of resources identifi ed by this study can help guide and shape Indian EM training programs and faculty development to more accurately refl ect the burden of acute disease in India.

An academic emergency department:residents' perspective

BACKGROUND:Since demographic changes have contributed to the growth of emergency medicine,a highly populous nation such as India needs to give physicians associated due credit and recognition.The management of knowledge source must also be conducted with due care as the work environment is completely different from that of any other clinicians.METHODS:The data were collected by direct interaction with residents of the department.Additional information was gathered by observation.The data were verified for validity.RESULTS:This study was to bring out the benefits of proactive decisions that could further enhance the emergency department.But such decisions did not always result in positive responses and improved morale.When such decisions were retracted as it causes misalignment with the existing system.An academic emergency department was expected and physicians should enrich their knowledge about emergency medicine.CONCLUSIONS:The problems faced by emergency department might be similar but the way in which one tackles the situation would be different.Decision making in this hospital may not be the best but it would've been the optimum one given the conditions available.

Death and do-not-resuscitate order in the emergency department:A single-center three-year retrospective study in the Chinese mainland

BACKGROUND:Consenting to do-not-resuscitate(DNR)orders is an important and complex medical decision-making process in the treatment of patients at the end-of-life in emergency departments(EDs).The DNR decision in EDs has not been extensively studied,especially in the Chinese mainland.METHODS:This retrospective chart study of all deceased patients in the ED of a university hospital was conducted from January 2017 to December 2019.The patients with out-of-hospital cardiac arrest were excluded.RESULTS:There were 214 patients’deaths in the ED in the three years.Among them,132 patients were included in this study,whereas 82 with out-of-hospital cardiac arrest were excluded.There were 99(75.0%)patients’deaths after a DNR order medical decision,64(64.6%)patients signed the orders within 24 hours of the ED admission,68(68.7%)patients died within 24 hours after signing it,and 97(98.0%)patients had DNR signed by the family surrogates.Multivariate analysis showed that four independent factors infl uenced the family surrogates’decisions to sign the DNR orders:lack of referral(odds ratio[OR]0.157,95%confi dence interval[CI]0.047–0.529,P=0.003),ED length of stay(ED LOS)≥72 hours(OR 5.889,95%CI 1.290–26.885,P=0.022),acute myocardial infarction(AMI)(OR 0.017,95%CI 0.001–0.279,P=0.004),and tracheal intubation(OR 0.028,95%CI 0.007–0.120,P<0.001).CONCLUSIONS:In the Chinese mainland,the proportion of patients consenting for DNR order is lower than that of developed countries.The decision to sign DNR orders is mainly affected by referral,ED LOS,AMI,and trachea intubation.

Effect of harmless acute pancreatitis score, red cell distribution width and neutrophil/lymphocyte ratio on the mortality of patients with nontraumatic acute pancreatitis at the emergency department

BACKGROUND: Harmless acute pancreatitis score(HAPS), neutrophile/lymphocyte ratio and red blood cell distribution width(RDW) are used to determine the early prognosis of patients diagnosed with nontraumatic acute pancreatitis in the emergency department(ED).METHODS: Patients diagnosed with acute pancreatitis(K 85.9) in the ED according to the ICD10 coding during one year were included in the study. Patients with chronic pancreatitis and those who had missing data in their files were excluded from the study. Patients who did not have computed tomography(CT) in the ED were not included in the study.RESULTS: Ultimately, 322 patients were included in the study. The median age of the patients was 53.1(IQR=36–64). Of the patients, 68.1%(n=226) had etiological causes of the biliary tract. The mortality rate of these patients within the first 48 hours was 4.3%(n=14). In the logistic regression analysis performed by using Balthazar classification, HAPS score, RDW, neutrophile/lymphocyte ratio, age, diabetes mellitus and systolic blood pressure, the only independent variable in determining mortality was assigned as Balthazar classification(OR: 15; 95% CI: 3.5 to 64.4).CONCLUSIONS: HAPS, neutrophile/lymphocyte ratio and RDW were not effective in determining the mortality of nontraumatic acute pancreatitis cases within the first 48 hours. The only independent variable for determining the mortality was Balthazar classifi cation.

Outcome prediction value of National Early Warning Score in septic patients with community-acquired pneumonia in emergency department: A single-center retrospective cohort study

BACKGROUND:To evaluate the accuracy of National Early Warning Score(NEWS)in predicting clinical outcomes(28-day mortality,intensive care unit[ICU]admission,and mechanical ventilation use)for septic patients with community-acquired pneumonia(CAP)compared with other commonly used severity scores(CURB65,Pneumonia Severity Index[PSI],Sequential Organ Failure Assessment[SOFA],quick SOFA[qSOFA],and Mortality in Emergency Department Sepsis[MEDS])and admission lactate level.METHODS:Adult patients diagnosed with CAP admitted between January 2017 and May 2019 with admission SOFA≥2 from baseline were enrolled.Demographic characteristics were collected.The primary outcome was the 28-day mortality after admission,and the secondary outcome included ICU admission and mechanical ventilation use.Outcome prediction value of parameters above was compared using receiver operating characteristics(ROC)curves.Cox regression analyses were carried out to determine the risk factors for the 28-day mortality.Kaplan-Meier survival curves were plotted and compared using optimal cut-off values of qSOFA and NEWS.RESULTS:Among the 340 enrolled patients,90 patients were dead after a 28-day follow-up,62 patients were admitted to ICU,and 84 patients underwent mechanical ventilation.Among single predictors,NEWS achieved the largest area under the receiver operating characteristic(AUROC)curve in predicting the 28-day mortality(0.861),ICU admission(0.895),and use of mechanical ventilation(0.873).NEWS+lactate,similar to MEDS+lactate,outperformed other combinations of severity score and admission lactate in predicting the 28-day mortality(AUROC 0.866)and ICU admission(AUROC 0.905),while NEWS+lactate did not outperform other combinations in predicting mechanical ventilation(AUROC 0.886).Admission lactate only improved the predicting performance of CURB65 and qSOFA in predicting the 28-day mortality and ICU admission.CONCLUSIONS:NEWS could be a valuable predictor in septic patients with CAP in emergency departments.Admission lactate did not predict well the outcomes or improve the severity scores.A qSOFA≥2 and a NEWS≥9 were strongly associated with the 28-day mortality,ICU admission,and mechanical ventilation of septic patients with CAP in the emergency departments.