OBJECTIVES: To analyze the multimorbidity patterns and core diseases among hospitalized patients in different age groups and to explore the impacts of multimorbidity patterns on hospitalization costs. METHODS: Electronic medical records of adult inpatients (aged ≥18 years) from Ningbo Medical Center Lihuili Hospital between January 1, 2018, and June 30, 2023 were collected. The multimorbidity status involving 53 specific diseases was analyzed across different age groups. Association rule mining was used to identify common multimorbidity patterns. Complex network analysis was used to identify core diseases within the multimorbidity networks. Generalized estimating equations (GEE) were used to analyze the impact of different multimorbidity patterns on hospitalization costs. RESULTS: The prevalence of multimorbidity among the 359 402 adult inpatients was 38.51%, with higher rates observed in males (43.60%) and elderly patients (58.29%). Association rule mining identified 15 common multimorbidity patterns, which exhibited differences across age groups. The most prevalent multimorbidity pattern overall was "diabetes→hypertension" (support=7.04%, confidence=62.17%, lift=2.17). In the young adult group, the most prevalent pattern was "dyslipidemia→chronic liver disease" (support=1.19%, confidence=53.17%, lift=6.04). In the middle-aged group, it was "diabetes→hypertension" (support=4.84%, confidence=50.28%, lift=2.15). In the elderly group, it was "coronary heart disease, diabetes→hypertension" (support=2.38%, confidence=77.43%, lift=1.63). Complex network analysis revealed that the core diseases within multimorbidity networks differed across age groups. The core disease identified in the young adult group was chronic liver disease (degree centrality=50, betweenness centrality=0.055, closeness centrality=0.963). Core diseases in the middle-aged group included hypertension, chronic liver disease, and diabetes (all with degree centrality=52, betweenness centrality=0.022, closeness centrality=1.000). Core diseases in the elderly group comprised hypertension, diabetes, malignant tumors, chronic liver disease, thyroid disease, anemia, and arrhythmia (all with degree centrality=52, betweenness centrality=0.009, closeness centrality=1.000). Generalized estimating equations analysis indicated that, most multimorbidity patterns were significantly associated with increased hospitalization costs. However, the magnitude of cost increase varied across different multimorbidity patterns. Specifically, hospitalization costs for patients with patterns such as "heart failure→hypertension", "stroke→hypertension", "malignant tumor, diabetes→hypertension", "stroke, diabetes→hypertension", and "diabetes, heart failure→hypertension" were more than double those of patients without any target diseases. CONCLUSIONS Multimorbidity patterns and core diseases among hospitalized patients differ significantly across age groups, and different patterns exert varying impacts on hospitalization costs. These findings underscore the necessity for age-stratified and multimorbidity pattern specific management strategies.
Humans ; Multimorbidity ; Male ; Hospitalization/economics* ; Female ; Aged ; Middle Aged ; Adult ; Age Factors ; Young Adult ; Adolescent ; Diabetes Mellitus/epidemiology* ; Electronic Health Records ; Aged, 80 and over ; Hospital Costs ; China/epidemiology* ; Hypertension/economics* ; Liver Diseases/epidemiology*

OBJECTIVE: To analyze the characteristics of animal-related injuries and summarize the epidemiological features of the affected population using the hospital's emergency department electronic medical record system. METHODS: A retrospective cross-sectional study was conducted, collecting data on animal-related injuries (dogs, cats, rodents, or other animals) as recorded in the outpatient registration system of the emergency department at Tongde Hospital of Zhejiang Province from October 8, 2022, to October 30, 2023. The study variables encompassed patient demographic characteristics (gender, age, occupation, residence, etc.), and injury characteristics (date and location of injury, type of animal inflicting the injury, level of exposure, wound site, number of wounds, vaccination history, etc.). Descriptive statistics and univariate analysis were performed on the collected data. RESULTS: From October 8, 2022, to October 30, 2023, a total of 1 266 cases of animal bites were attended to in our hospital's emergency department. A distinct seasonal pattern was observed in the monthly distribution of animal bite patients, with a consistent presence throughout the year and notable fluctuations. There was a higher incidence during the summer and autumn (July to October), and a lower incidence during the winter and spring (December to the following March), marking a relatively quiescent period. The study included 680 female cases (53.7%) and 586 male cases (46.3%), with a median age of 27 years (range 11 months to 88 years). The majority of patients were clerks or workers (50.2%), followed by students (21.6%), laborers (8.5%), and retirees (3.6%). The majority of patients were local residents (90.6%), and the majority had no history of rabies vaccination (76.9%), with only 3 cases (0.2%) having pre-exposure immunization. Among the four types of animal bites, cat bites predominated (64.5%), followed by dog bites (28.7%), rodent bites (4.9%), and bites from other animals (1.9%). The time from injury to consultation was 0 (0-40) days. Most patients experienced a level III exposure (76.3%), with level II exposure being less common (23.2%), and level I exposure being the least frequent (0.5%). The upper limbs were the most common site of injury (72.1%), followed by the lower limbs (21.2%), and the trunk was the least affected (2.6%). The majority of patients had a single wound (75.8%), and the majority of injuries occurred at home (90.2%). The number of patients who self-cleaned their wounds was comparable to those who sought outpatient treatment. When stratified by age and gender, the age of 18 to 39 years group was identified as the high-incidence demographic for all four types of animal bites. In this age group, except for injuries caused by mice, injuries caused by other animals were more common in females than males. CONCLUSIONS The proportion of injuries caused by cats in animal-related incidents in the emergency department of Hangzhou, Zhejiang Province, is significantly high. The majority of patients lack a history of rabies vaccination and pre-exposure immunization. There is a higher incidence of cases during the summer and autumn months, with a prolonged high-incidence period. The utilization of emergency department data on animal injuries provides a convenient and sustainable method for monitoring animal bites, representing a novel approach to comprehensive surveillance data and serving as a valuable supplement to the existing disease control surveillance system.
Humans ; Retrospective Studies ; Animals ; Bites and Stings/epidemiology* ; Male ; Female ; Middle Aged ; Cross-Sectional Studies ; Emergency Service, Hospital/statistics & numerical data* ; Adult ; Adolescent ; Child ; Aged ; Young Adult ; Child, Preschool ; Electronic Health Records ; Infant ; Cats ; Aged, 80 and over ; Dogs ; China/epidemiology*

BACKGROUND/AIMS: The relationship between nonpulmonary organ failure and the development of acute respiratory distress syndrome (ARDS) in patients with sepsis has not been well studied. METHODS: We retrospectively reviewed the medical records of patients with septic bacteremia admitted to the medical intensive care unit (ICU) of a tertiary academic hospital between January 2013 and December 2016. RESULTS: The study enrolled 125 patients of median age 73.0 years. Urinary (n = 47), hepatobiliary (n = 30), and pulmonary infections (n = 28) were the most common causes of sepsis; the incidence of ARDS was 17.6%. The total number of nonpulmonary organ failures at the time of ICU admission was higher in patients with ARDS than in those without (p = 0.011), and the cardiovascular, central nervous system (CNS), and coagulation scores were significantly higher in ARDS patients. On multivariate analysis, apart from pneumonia sepsis, the CNS (odds ratio [OR], 1.917; 95% confidence interval [CI], 1.097 to 3.348) and coagulation scores (OR, 2.669; 95% CI, 1.438 to 4.954) were significantly associated with ARDS development. The 28-day and in-hospital mortality rates were higher in those with ARDS than in those without (63.6 vs. 8.7%, p < 0.001; 72.7% vs. 11.7%, p < 0.001), and ARDS development was found to be an independent risk factor for 28-day mortality. CONCLUSIONS: Apart from pneumonia, CNS dysfunction and coagulopathy were significantly associated with ARDS development, which was an independent risk factor for 28-day mortality.
Bacteremia ; Central Nervous System ; Hospital Mortality ; Humans ; Incidence ; Intensive Care Units ; Medical Records ; Mortality ; Multivariate Analysis ; Pneumonia ; Respiratory Distress Syndrome, Adult* ; Retrospective Studies ; Risk Factors* ; Sepsis

Transfusion-associated circulatory overload (TACO) is recently becoming more important than transfusion-related acute lung injury (TRALI) in terms of the number of patients with definite diagnosis as well as its prognosis. In order to diagnose TACO, it is helpful to recognize early the symptoms suspicious of transfusion reaction through electronic medical record system and computer network, and this will be of help for obtaining samples for brain natriuretic peptide (BNP) measurement before and after the onset of transfusion reaction. We report a case in which a transfusion reaction was diagnosed as TACO. A 62-year-old woman was admitted to the emergency room due to bleeding tendency. Two fresh frozen plasma units and one unit of leukocyte-reduced red blood cells were transfused. Blood pressure increased during transfusion, and the chest X-ray showed findings suggestive of newly developed pulmonary edema. N-terminal prohormone of BNP (NT-proBNP) test was carried out using the specimens in refrigerated storage. Compared with the NT-proBNP level measured 12 hours before the transfusion, that measured 6 hours after the transfusion was markedly increased (>48 fold of pre-transfusion level). As a result, this case was diagnosed with TACO.
Acute Lung Injury ; Blood Pressure ; Diagnosis ; Electronic Health Records ; Emergency Service, Hospital ; Erythrocytes ; Female ; Hemorrhage ; Humans ; Middle Aged ; Natriuretic Peptide, Brain ; Plasma ; Prognosis ; Pulmonary Edema ; Thorax ; Transfusion Reaction

OBJECTIVE: To determine the factors associated with unmet needs in immigrant patients complaining of abdominal pain, by analyzing those associated with the time from symptom onset to emergency room visit.METHODS: We retrospectively reviewed the medical records of immigrants with abdominal pain who visited a tertiary hospital emergency department from January to December 2016. The dependent variable was the time from symptom onset to emergency room visit. The independent variables were age, sex, vital signs, disposition, health insurance status, date of visit, time of visit, level of education, employment status, economic satisfaction, marital status, living with family, duration of residence, having a native spouse, and subjective proficiency in Korean. We analyzed the association of the dependent variable with each independent variable.RESULTS: In total, 102 immigrant patients with abdominal pain were enrolled in this study. The patients who had earlier visits had good subjective proficiency in Korean, high economic satisfaction, longer durations of residence, a tendency to have a native spouse, and a high employment rate. After linear regression analysis, the time from symptom onset to emergency room visit was negatively associated with employment (adjusted odds ratio, -13.67; 95% confidence interval, -23.25 to -4.09; P=0.006) and having a native spouse (adjusted odds ratio, -11.7; 95% confidence interval, -20.61 to -2.8; P=0.011).CONCLUSION: The factors influencing the time from symptom onset to emergency room visit in immigrant patients with abdominal pain are associated with social capital, which improves access to emergency care. Policies that improve immigrant access to emergency care should be considered.
Abdominal Pain ; Adult ; Education ; Emergencies ; Emergency Medical Services ; Emergency Service, Hospital ; Emigrants and Immigrants ; Employment ; Health Services Needs and Demand ; Humans ; Insurance, Health ; Korea ; Linear Models ; Marital Status ; Medical Records ; Odds Ratio ; Retrospective Studies ; Social Capital ; Spouses ; Tertiary Care Centers ; Vital Signs

OBJECTIVE: This study was conducted to evaluate the concordance between the underlying causes of death (UCOD) on the death certificates written by three emergency physicians (EPs). We investigated errors on the death certificates committed by each EP.METHODS: This study included 106 patients issued a death certificate in the emergency department of an academic hospital. Three EPs reviewed the medical records retrospectively and completed 106 death certificates independently. The selection of the UCOD on the death certificates by each EP (EP-UCOD) was based on the general principle or selection rules. The gold standard UCOD (GS-UCOD) was determined for each patient by unanimous consent between three EPs. We also compared between the EP-UCOD and the GS-UCOD. In addition, we compared between UCODs of three EPs. The errors on the death certificates were investigated by each EP.RESULTS: The rates of concordance between EP-UCOD and the GS-UCOD were 86%, 81%, and 67% for EP-A, EP-B, and EP-C, respectively. The concordance rates between EP-A and EP-B were the highest overall percent agreement (0.783), and those between EP-A and EP-C were the lowest overall percent agreement (0.651). Although each EP had differences in the errors they committed, none of them listed the mode of dying as UCOD.CONCLUSION: This study confirmed that each EP wrote death certificates indicating different causes of death for the same decedents; however, the three EPs made fewer errors on the patients’ death certificates compared with those reported in previous studies.
Cause of Death ; Death Certificates ; Emergencies ; Emergency Medicine ; Emergency Service, Hospital ; Humans ; Medical Records ; Mortality ; Retrospective Studies

OBJECTIVE: To rapidly and safely identify the risk of developing acute coronary syndrome in patients with chest pain who present to the emergency department, the clinical use of the History, Electrocardiogram, Age, Risk Factors, and Troponin (HEART) scoring has recently been proposed. This study aimed to assess the inter-rater reliability of the HEART score calculated by a large number of Italian emergency physicians.METHODS: The study was conducted in three academic emergency departments using clinical scenarios obtained from medical records of patients with chest pain. Twenty physicians, who took the HEART score course, independently assigned a score to different clinical scenarios, which were randomly administered to the participants, and data were collected and recorded in a spreadsheet by an independent investigator who was blinded to the study’s aim.RESULTS: After applying the exclusion criteria, 53 scenarios were finally included in the analysis. The general inter-rater reliability was good (kappa statistics [κ], 0.63; 95% confidence interval, 0.57 to 0.70), and a good inter-rater agreement for the high- and low-risk classes (HEART score, 7 to 10 and 0 to 3, respectively; κ, 0.60 to 0.73) was observed, whereas a moderate agreement was found for the intermediate-risk class (HEART score, 4 to 6; κ, 0.51). Among the different items of the HEART score, history and electrocardiogram had the worse agreement (κ, 0.37 and 0.42, respectively).CONCLUSION: The HEART score had good inter-rater reliability, particularly among the high- and low-risk classes. The modest agreement for history suggests that major improvements are needed for objectively assessing this component.
Acute Coronary Syndrome ; Chest Pain ; Electrocardiography ; Emergencies ; Emergency Service, Hospital ; Heart ; Humans ; Medical Records ; Observational Study ; Research Personnel ; Risk Factors ; Troponin

OBJECTIVE: Bedside consultation by cardiologists may facilitate safe discharge of selected patients from the emergency department (ED) even when admission is recommended by the History, Electrocardiogram, Age, Risk factors, Troponin (HEART) pathway. If bedside evaluation is unavailable, phone consultation between emergency physicians and cardiologists would be most impactful if the resultant disposition is discordant with the HEART pathway. We therefore evaluate discordance between actual disposition and that suggested by the HEART pathway in patients presenting to the ED with chest pain for whom cardiology consultation occurred exclusively by phone and to assess the impact of phone-consultation on disposition.METHODS: We performed a single-center, retrospective study of adults presenting to the ED with chest pain whose emergency physician had a phone consultation with a cardiologist. Actual disposition was abstracted from the medical record. HEART pathway category (low-risk, discharge; high-risk, admit) was derived from ED documentation. For discharged patients, major adverse cardiac events were assessed at 30 days by chart review and phone follow-up.RESULTS: For the 170 patients that had cardiologist phone consultation, discordance between actual disposition and the HEART pathway was 17%. The HEART pathway recommended admission for nearly 80% of discharged patients. Following cardiologist phone-consultation, 10% of high-risk patients were discharged, with the majority having undergone a functional study recommended by the cardiologist. At 30 days, discharged patients had experienced no episodes of major adverse cardiac events or rehospitalization for cardiac reasons.CONCLUSION: For patients presenting to the ED with chest pain, cardiology phone-consultation has the potential to safely impact disposition, primarily by facilitating functional testing in high-risk individuals.
Acute Coronary Syndrome ; Adult ; Cardiology ; Chest Pain ; Electrocardiography ; Emergencies ; Emergency Service, Hospital ; Follow-Up Studies ; Heart ; Humans ; Medical Records ; Retrospective Studies ; Risk Factors ; Troponin

PURPOSE: This study was conducted to investigate relationship between delirium, risk factors on delirium, and patient prognosis based on Donabedian's structure-process-outcome model.METHODS: This study utilized a path analysis design. We extracted data from the electronic medical records containing delirium screening data. Each five hundred data in a delirium and a non-delirium group were randomly selected from electronic medical records of medical and surgical intensive care patients. Data were analyzed using SPSS 20 and AMOS 24.RESULTS: In the final model, admission via emergency department (B=.06, p=.019), age over 65 years (B=.11, p=.001), unconsciousness (B=.18, p=.001), dependent activities (B=.12, p=.001), abnormal vital signs (B=.12, p=.001), pressure ulcer risk (B=.12, p=.001), enteral nutrition (B=.12, p=.001), and use of restraint (B=.30, p=.001) directly affecting delirium accounted for 56.0% of delirium cases. Delirium had a direct effect on hospital mortality (B=.06, p=.038), hospital length of stay (B=5.06, p=.010), and discharge to another facility (not home) (B=.12, p=.001), also risk factors on delirium indirectly affected patient prognosis through delirium.CONCLUSION: The use of interventions to reduce delirium may improve patient prognosis. To improve the dependency activities and risk of pressure ulcers that directly affect delirium, early ambulation is encouraged, and treatment and nursing interventions to remove the ventilator and drainage tube quickly must be provided to minimize the application of restraint. Further, delirium can be prevented and patient prognosis improved through continuous intervention to stimulate cognitive awareness and monitoring of the onset of delirium. This study also discussed the effects of delirium intervention on the prognosis of patients with delirium and future research in this area.
Critical Care ; Delirium ; Drainage ; Early Ambulation ; Electronic Health Records ; Emergency Service, Hospital ; Enteral Nutrition ; Hospital Mortality ; Humans ; Intensive Care Units ; Length of Stay ; Mass Screening ; Nursing ; Pressure Ulcer ; Prognosis ; Risk Factors ; Unconsciousness ; Ventilators, Mechanical ; Vital Signs

PURPOSE: Computed tomography (CT) scan is an effective modality for detecting fatal traumatic brain injury. However, radiation exposure from CT can increase the risk of cancer, and children are more vulnerable to radiation than adults. We aimed to investigate the effect of introducing the Pediatric Emergency Care Applied Research Network (PECARN) rule to the emergency department (ED).METHODS: Medical records of children younger than 2 years with minor head injury who visited ED from January 2013 to June 2015 were reviewed. We started the education of radiation hazard and the PECARN rule in January 2014. The children were divided into pre- and post- education groups. The baseline characteristics, CT rate, and clinical outcomes were analyzed. The safety and efficacy of CT were defined as patients who received head CT scan per those experiencing clinically important traumatic brain injury (ciTBI) and patients without CT scan per those without ciTBI, respectively.RESULTS: Of 911 patients, 360 (39.5%) visited during the post-education period. Median age was 16.0 months (interquartile range, 11.0–20.0 months), and boys accounted for 58.5%. CT rate was reduced from 40.5% to 12.8% (P < 0.001). There was no difference in ciTBI rates between the two groups (1.3% vs. 1.7%, P = 0.622). The safety was 100% in both periods and the efficacy increased from 52.9% to 88.7%.CONCLUSION: We have seen a significant decrease in CT rate through the education of the PECARN rule. After its introduction, CT use was reduced, and the efficacy was improved without decrease in the safety.
Adult ; Brain Injuries ; Brain ; Child ; Craniocerebral Trauma ; Education ; Emergencies ; Emergency Medical Services ; Emergency Service, Hospital ; Head ; Humans ; Medical Records ; Pediatrics ; Radiation Exposure ; Tomography, X-Ray Computed