1.Multimorbidity patterns and associated hospitalization costs among different age groups of patients in a single medical center.
Tao LI ; Xiaolin XU ; Yangyang CHENG ; Kai LIN
Journal of Zhejiang University. Medical sciences 2025;54(4):423-433
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*
2.Retrospective analysis of animal-related injuries in 1 266 patients based on the emergency department electronic medical record system.
Zheng YANG ; Ji WANG ; Chunyun CAI ; Aihua JIANG
Chinese Critical Care Medicine 2024;36(12):1311-1314
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*
3.Treatment options for isolated iliac artery aneurysms and their impact on aortic diameter after treatment
Jang Yong KIM ; Dae Hwan KIM ; Cheng QUAN ; Young Ju SUH ; Hyun Young ANN ; Ji Il KIM ; In Sung MOON ; Taeseung LEE
Annals of Surgical Treatment and Research 2019;96(3):146-151
PURPOSE: Isolated iliac artery aneurysm (IIAA) is uncommon. It is frequently treated by endovascular aneurysm repair (EVAR). This study was to evaluate treatment results of IIAA and survey aortic diameter after EVAR. METHODS: Patients treated for IIAA in Seoul St. Mary's Hospital and Bundang Seoul National University from 2005 to April 2016 were retrospectively enrolled. The inclusion criteria of IIAA was >30 mm of iliac artery aneurysm without abdominal aortic aneurysm, which was treated by open surgical repair (OSR) or EVAR. Patients' clinical characteristics, treatment results, and mortality were obtained from electronic medical records. Diameters of aorta and iliac arteries were measured periodically with scheduled interval based on CT scans. RESULTS: Forty-nine patients (40 males; mean age, 71.9 ± 11.1 years) were enrolled. Five ruptured IIAAs were treated with EVAR (n = 1) or hybrid methods (n = 4). The diameter of ruptured IIAAs was 65 ± 31.4 mm, which was not significantly different from that of elective (44.3 ± 17.0 mm). Forty-four elective IIAA underwent 9 OSR, 31 EVARs, and 3 hybrid treatments (15 bifurcated and 12 straight stent-grafts). Treatment success rate was 93.8% without hospital mortality. There were 4 type I endoleak, 1 type II endoleak, and 1 type III endoleak without aneurysm-related mortality during follow-up. However, the aortic diameter was increased over time though there was no change or decrease in common iliac artery's diameter. CONCLUSION: Treatment of IIAA included various endovascular modalities as well as open surgery. Regular surveillance is still needed due to aortic dilatation after its treatment.
Aneurysm
;
Aorta
;
Aortic Aneurysm, Abdominal
;
Dilatation
;
Electronic Health Records
;
Endoleak
;
Endovascular Procedures
;
Follow-Up Studies
;
Hospital Mortality
;
Humans
;
Iliac Aneurysm
;
Iliac Artery
;
Male
;
Mortality
;
Retrospective Studies
;
Seoul
;
Tomography, X-Ray Computed
4.Implementation of a resident night float system in a surgery department in Korea for 6 months: electronic medical record-based big data analysis and medical staff survey
Hyeong Won YU ; June Young CHOI ; Young Suk PARK ; Hyung Sub PARK ; YoungRok CHOI ; Sang Hoon AHN ; Eunyoung KANG ; Heung Kwon OH ; Eun Kyu KIM ; Jai Young CHO ; Duck Woo KIM ; Do Joong PARK ; Yoo Seok YOON ; Sung Bum KANG ; Hyung Ho KIM ; Ho Seong HAN ; Taeseung LEE
Annals of Surgical Treatment and Research 2019;96(5):209-215
PURPOSE: To evaluate superiority of a night float (NF) system in comparison to a traditional night on-call (NO) system for surgical residents at a single institution in terms of efficacy, safety, and satisfaction. METHODS: A NF system was implemented from March to September 2017 and big data analysis from electronic medical records was performed for all patients admitted for surgery or contacted from the emergency room (ER). Parameters including vital signs, mortality, and morbidity rates, as well as promptness of response to ER calls, were compared against a comparable period (March to September 2016) during which a NO system was in effect. A survey was also performed for physicians and nurses who had experienced both systems. RESULTS: A total of 150,000 clinical data were analyzed. Under the NO and NF systems, a total of 3,900 and 3,726 patients were admitted for surgery. Mortality rates were similar but postoperative bleeding was significantly higher in the NO system (0.5% vs. 0.2%, P = 0.031). From the 1,462 and 1,354 patients under the NO and NF systems respectively, that required surgical consultation from the ER, the time to response was significantly shorter in the NF system (54.5 ± 70.7 minutes vs. 66.8 ± 83.8 minutes, P < 0.001). Both physicians (90.4%) and nurses (91.4%) agreed that the NF system was more beneficial. CONCLUSION: This is the first report of a NF system using big data analysis in Korea, and potential benefits of this new system were observed in both ward and ER patient management.
Electronic Health Records
;
Emergency Service, Hospital
;
Hemorrhage
;
Humans
;
Internship and Residency
;
Korea
;
Medical Staff
;
Mortality
;
Statistics as Topic
;
Vital Signs
5.Propofol with and without Midazolam for Diagnostic Upper Gastrointestinal Endoscopies in Children
Ulas Emre AKBULUT ; Seyfi KARTAL ; Ufuk DOGAN ; Gulgun Elif AKCALI ; Serap KALAYCI ; Hulya KIRCI
Pediatric Gastroenterology, Hepatology & Nutrition 2019;22(3):217-224
PURPOSE: Various publications on the use of sedation and anesthesia for diagnostic procedures in children have demonstrated that no ideal agent is available. Although propofol has been widely used for sedation during esophagogastroduodenoscopy in children, adverse events including hypoxia and hypotension, are concerns in propofol-based sedation. Propofol is used in combination with other sedatives in order to reduce potential complications. We aimed to analyze whether the administration of midazolam would improve the safety and efficacy of propofol-based sedation in diagnostic esophagogastroduodenoscopies in children. METHODS: We retrospectively reviewed the hospital records of children who underwent diagnostic esophagogastroduodenoscopies during a 30-month period. Demographic characteristics, vital signs, medication dosages, induction times, sedation times, recovery times, and any complications observed, were examined. RESULTS: Baseline characteristics did not differ between the midazolam-propofol and propofol alone groups. No differences were observed between the two groups in terms of induction times, sedation times, recovery times, or the proportion of satisfactory endoscopist responses. No major procedural complications, such as cardiac arrest, apnea, or laryngospasm, occurred in any case. However, minor complications developed in 22 patients (10.7%), 17 (16.2%) in the midazolam-propofol group and five (5.0%) in the propofol alone group (p=0.010). CONCLUSION: The sedation protocol with propofol was safe and efficient. The administration of midazolam provided no additional benefit in propofol-based sedation.
Anesthesia
;
Anoxia
;
Apnea
;
Child
;
Conscious Sedation
;
Endoscopy
;
Endoscopy, Digestive System
;
Endoscopy, Gastrointestinal
;
Heart Arrest
;
Hospital Records
;
Humans
;
Hypnotics and Sedatives
;
Hypotension
;
Laryngismus
;
Midazolam
;
Propofol
;
Retrospective Studies
;
Vital Signs
6.Factors associated with delayed emergency room visits in adult immigrant patients with mild abdominal pain in Korea
Do Young KIM ; Dae Hee KIM ; Hai Jeon YOON ; Woon Jeong LEE ; Seon Hee WOO ; Seung Hwan SEOL ; Han Joon KIM
Clinical and Experimental Emergency Medicine 2019;6(2):138-143
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
7.Concordance between the underlying causes of death on death certificates written by three emergency physicians
Hyeji LEE ; Sun Hyu KIM ; Byungho CHOI ; Minsu OCK ; Eun Ji PARK
Clinical and Experimental Emergency Medicine 2019;6(3):218-225
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
8.Multicenter observational study on the reliability of the HEART score
Nicola PARENTI ; Giuseppe LIPPI ; Maria Letizia BACCHI REGGIANI ; Antonio LUCIANI ; Mario CAVAZZA ; Antonello PIETRANGELO ; Alberto VEGETTI ; Lucio BRUGIONI ; Laura BONFANTI ; Gianfranco CERVELLIN
Clinical and Experimental Emergency Medicine 2019;6(3):212-217
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
9.Potential impact of cardiology phone-consultation for patients risk-stratified by the HEART pathway
Ken MONAHAN ; Margaret PAN ; Chinonso OPARA ; Maame Yaa A B YIADOM ; Daniel MUNOZ ; Benjamin B HOLMES ; Davis STEPHEN ; Kristopher J SWIGER ; Sean P COLLINS
Clinical and Experimental Emergency Medicine 2019;6(3):196-203
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
10.Path Analysis for Delirium on Patient Prognosis in Intensive Care Units
Journal of Korean Academy of Nursing 2019;49(6):724-735
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

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