1.Prospective external validation of a deep-learning-based early-warning system for major adverse events in general wards in South Korea
Taeyong SIM ; Eun Young CHO ; Ji-hyun KIM ; Kyung Hyun LEE ; Kwang Joon KIM ; Sangchul HAHN ; Eun Yeong HA ; Eunkyeong YUN ; In-Cheol KIM ; Sun Hyo PARK ; Chi-Heum CHO ; Gyeong Im YU ; Byung Eun AHN ; Yeeun JEONG ; Joo-Yun WON ; Hochan CHO ; Ki-Byung LEE
Acute and Critical Care 2025;40(2):197-208
Background:
Acute deterioration of patients in general wards often leads to major adverse events (MAEs), including unplanned intensive care unit transfers, cardiac arrest, or death. Traditional early warning scores (EWSs) have shown limited predictive accuracy, with frequent false positives. We conducted a prospective observational external validation study of an artificial intelligence (AI)-based EWS, the VitalCare - Major Adverse Event Score (VC-MAES), at a tertiary medical center in the Republic of Korea.
Methods:
Adult patients from general wards, including internal medicine (IM) and obstetrics and gynecology (OBGYN)—the latter were rarely investigated in prior AI-based EWS studies—were included. The VC-MAES predictions were compared with National Early Warning Score (NEWS) and Modified Early Warning Score (MEWS) predictions using the area under the receiver operating characteristic curve (AUROC), area under the precision-recall curve (AUPRC), and logistic regression for baseline EWS values. False-positives per true positive (FPpTP) were assessed based on the power threshold.
Results:
Of 6,039 encounters, 217 (3.6%) had MAEs (IM: 9.5%, OBGYN: 0.26%). Six hours prior to MAEs, the VC-MAES achieved an AUROC of 0.918 and an AUPRC of 0.352, including the OBGYN subgroup (AUROC, 0.964; AUPRC, 0.388), outperforming the NEWS (0.797 and 0.124) and MEWS (0.722 and 0.079). The FPpTP was reduced by up to 71%. Baseline VC-MAES was strongly associated with MAEs (P<0.001).
Conclusions
The VC-MAES significantly outperformed traditional EWSs in predicting adverse events in general ward patients. The robust performance and lower FPpTP suggest that broader adoption of the VC-MAES may improve clinical efficiency and resource allocation in general wards.
2.A Case of Pulmonary Embolism Due to Metastatic Chondrosarcoma.
Duck Hyun JANG ; Rak Kyeong CHOI ; Eokewn HAM ; Won Heum SIM ; Myung Joon CHAE ; Soo Youn LEE ; Jooyong HYUN
Korean Journal of Medicine 2013;84(1):96-100
Acute pulmonary embolism is considered a cardiovascular emergency and is one of the most important causes of morbidity and mortality in hospitalized patients. Tumor embolism is a rare and unique complication of malignancies, and detached thrombi or tumors may cause massive pulmonary embolism in patients with malignancies. The identification of the type of pulmonary embolism is critical because treatment and prognosis vary considerably. We report an unusual presentation of a tumor embolism that was misdiagnosed as a pulmonary thromboembolism in a young woman. The patient was initially treated with the anti-coagulants warfarin and aspirin, but her symptoms were aggravated after two months and she required emergency surgery. Histology revealed a pulmonary embolism due to metastatic chondrosarcoma. Following surgery, her condition deteriorated, and she did not survive. This case highlights the need to investigate the cause of pulmonary embolism should the patient not respond to anti-coagulatant therapy.
Aspirin
;
Chondrosarcoma
;
Emergencies
;
Female
;
Humans
;
Neoplasm Metastasis
;
Neoplastic Cells, Circulating
;
Prognosis
;
Pulmonary Embolism
;
Warfarin
3.Efficacy and Safety of Atorvastatin in Patients with Elevated LDL-cholesterolemia.
Kook Jin CHUN ; Namsik CHUNG ; Jong Won HA ; Shinki AHN ; Se Joong RIM ; Yangsoo JANG ; Won Heum SIM ; Seung Yun CHO ; Sung Soon KIM ; Sunho LEE ; Min Jeong SHIN
Korean Circulation Journal 1999;29(12):1309-1316
BACKGROUND AND OBJECTIVES: HMG-CoA reductase inhibitors have been used for a decade to lower LDL cholesterol levels and to improve cardiovascular diseases and clinical outcomes. This study was designed to evaluate the clinical efficacy and safety profiles of atorvastatin, a new HMG-CoA reductase inhibitor, in patients with elevated LDL-cholesterolemia. MATERIAL AND METHODS: Eighty three patients who had high 12-hour fasting serum LDL-cholesterol level (> or =145 mg/dl and < or = 250 mg/dl) and serum TG level less than 400 mg/dl were enrolled. After completing an 4 week dietary phase, 50 patients who still had LDL-C > or =145 mg/dl and TG < or =400 mg/dl were assigned to receive atorvastatin 10 mg once daily for 4 weeks. After 4 weeks, the dose was continued for 4 weeks in each individual if serum LDL-cholesterol was maintained below 130 mg/dL. For each individual whose serum LDL-cholesterol was above 130 mg/dL, the dose was doubled (20 mg/day) and administered for 4 weeks. Serum AST, ALT and CPK were also measured in addition to blood chemistry tests for lipid profiles at 4 and 8 weeks for safety assessment. RESULTS: 1) The total study population who completed the whole protocol was composed of 46 patients (23 male, 23 female, mean age 54 years). 2) At 4 weeks, the reduction by mean percent change from the baseline in LDL-cholesterol was -44.8% (from 182.3+/-3.4 mg/dl to 99.7+/-2.9 mg/dl). The fixed goal of LDL-cholesterol less than 130 mg/dl was achieved by 95.8%. 3) At 4 weeks, the mean percent change from the baseline in TC, TG, HDL-C, LDL/HDL-C and ApoB were -32.3%, -17.4%, +9.6%, -48.5% and -36.6%, respectively. 4) At 8 weeks, the mean percent change from the baseline in LDL-cholesterol was -43.0% (from 182.3+/-3.4 mg/dl to 103+/-2.4 mg/dl). The fixed goal of LDL-cholesterol less than 130 mg/dl was achieved by 91.3% of the whole patients. 5) At 8 weeks, the mean percent change from the baseline in TC, TG, HDL-C, LDL/HDL-C and ApoB were -31.3%, -22.6%, +13.7%, -48.8% and -35.9%, respectively. 6) No serious side effects were observed during the whole period. CONCLUSION: Atorvastatin is highly effective and safe in modulating lipid profiles favorably (lower LDL-Cholesterol, lower TG, elevate HDL-Cholesterol), in patients with serum lipid abnormality.
Apolipoproteins B
;
Cardiovascular Diseases
;
Chemistry
;
Cholesterol, LDL
;
Fasting
;
Female
;
Humans
;
Hydroxymethylglutaryl-CoA Reductase Inhibitors
;
Hypercholesterolemia
;
Male
;
Oxidoreductases
;
Atorvastatin Calcium
4.Significant changes of bronchial responsiveness to methacholine after early asthmatic reaction to toluene diisocyanate (TDI) in a TDI-sensitive asthmatic worker.
Hae Sim PARK ; Young Soo CHO ; Jae Nam PARK ; Jin Heum BAIK ; Nam Soo RHU ; Dong ill CHO ; Jae Won KIM
Journal of Korean Medical Science 1990;5(4):185-188
Current asthma is often diagnostically excluded by the presence of normal bronchial responsiveness. We report on a TDI-induced occupational asthma patient with normal bronchial responsiveness. He had suffered from shortness of breath during and after TDI exposure for several months. His initial methacholine bronchial challenge test showed a negative response. The bronchoprovacation test with TDI showed an isolated immediate bronchoconstriction. The following methacholine bronchial challenge tests revealed that the bronchial hyperresponsiveness developed seven hours after the TDI challenge (methacholine PC20:5.1 mg/ml), progressed up until 24 hours, and returned to normal on the seventh day. This case provides evidence that the response of the airway to TDI may not always be accompanied by bronchial hyperresponsiveness to methacholine. Screening programs utilizing methacholine challenges may not always identify TDI-sensitized asthmatic workers.
Adult
;
Asthma/*chemically induced/diagnosis
;
Bronchial Provocation Tests
;
Bronchoconstriction/*drug effects
;
Humans
;
Male
;
Methacholine Chloride/*diagnostic use
;
Occupational Diseases/*chemically induced
;
Skin Tests
;
Time Factors
;
Toluene 2,4-Diisocyanate/*adverse effects
5.Two Cases of Postmyocardial Infarction Ventricular Septal Defect(VSD).
Hae Sim PARK ; Seung Jea TAHK ; Nam Sick CHUNG ; Won Heum SHIM ; Seung Yun CHO ; Woong Ku LEE
Korean Circulation Journal 1985;15(1):145-150
Perforation of the interventricular septum complicating acute myocardial infarction is uncommon. The condition was first described anatomically by Latham in 1845 and the first antemortem diagnosis was made by Brunn in 1923. In both cases, bedside catheterization utilizing a flow directed catheter detected a step up of O2 saturation at the ventricular level, compatible with ventricular septal defect, and two dimensional echocardiogram allowed direct visualization and localization of the postmyocardial infarction VSD. Finally cineventriculogram confirmed them.
Catheterization
;
Catheters
;
Diagnosis
;
Heart Septal Defects, Ventricular
;
Infarction*
;
Myocardial Infarction

Result Analysis
Print
Save
E-mail