Artificial neural network approach for acute poisoning mortality prediction in emergency departments

Objective@#The number of deaths due to acute poisoning (AP) is on the increase. It is crucial to predict AP patient mortality to identify those requiring intensive care for providing appropriate patient care as well as preserving medical resources. The aim of this study is to predict the risk of in-hospital mortality associated with AP using an artificial neural network (ANN) model. @*Methods@#In this multicenter retrospective study, ANN and logistic regression models were constructed using the clinical and laboratory data of 1,304 patients seeking emergency treatment for AP. The ANN model was first trained on 912/1,304 (70%) randomly selected patients and then tested on the remaining 392/1,304 (30%). Receiver operating characteristic curve analysis was used to evaluate the mortality prediction of the two models. @*Results@#Age, endotracheal intubation status, and intensive care unit admission were significant predictors of mortality in patients with AP in the multivariate logistic regression model. The ANN model indicated age, Glasgow Coma Scale, intensive care unit admission, and endotracheal intubation status were critical factors among the 12 independent variables related to in-hospital mortality. The area under the receiver operating characteristic curve for mortality prediction was significantly higher in the ANN model compared to the logistic regression model. @*Conclusion@#This study establishes that the ANN model could be a valuable tool for predicting the risk of death following AP. Thus, it may facilitate effective patient triage and improve the outcomes.

Plasma electrolytic oxidized surface of (Mg/Si)-hydroxyapatite coated Ti-29Nb-xHf alloys for dental implant / 대한치과재료학회지

In this study, in order to form a micropore oxide film containing (Mg/Si)-hydroxyapatite on the surface of a Ti-29Nb-xHf alloy, pores were formed on the surface of the alloy by plasma electrolytic oxidation (PEO) and the morphology of the surface was studied. For this, Ti-29Nb, Ti-29Nb-3Hf, Ti-29Nb-7Hf, and Ti-29Nb-15Hf alloys were prepared by arc melting. Micropores were formed on the surface in an electrolyte solution containing Mg and Si ions using PEO. Surface characteristics and mechanical properties of all specimens were investigated using OM, FE-SEM, XRD, EDS, Vickers hardness and nanoindenter. Bone formation was performed in SBF solution, and the following results were obtained. Ti-29Nb, Ti-29Nb-3Hf, and Ti-29Nb-7Hf showed mainly needle-like martensitic structures, and Ti-29Nb-15Hf alloys showed mainly equiaxed structures. From the result of the mechanical property analysis, the elastic modulus and hardness of the Ti-29Nb alloy decreased, as the Hf content increased.Under the condition of same applied voltage, as the content of Mg ions increased, the diameter of the micropores became smaller and uniform pores were formed. The Ca/P and (Ca+Mg)/(Si+P) ratios decreased, as the Mg content increased, and at 5% Mg, the ratio was similar to that of natural bone. Bone growth was nucleated around the pore.

Artificial neural network approach for acute poisoning mortality prediction in emergency departments

Objective@#The number of deaths due to acute poisoning (AP) is on the increase. It is crucial to predict AP patient mortality to identify those requiring intensive care for providing appropriate patient care as well as preserving medical resources. The aim of this study is to predict the risk of in-hospital mortality associated with AP using an artificial neural network (ANN) model. @*Methods@#In this multicenter retrospective study, ANN and logistic regression models were constructed using the clinical and laboratory data of 1,304 patients seeking emergency treatment for AP. The ANN model was first trained on 912/1,304 (70%) randomly selected patients and then tested on the remaining 392/1,304 (30%). Receiver operating characteristic curve analysis was used to evaluate the mortality prediction of the two models. @*Results@#Age, endotracheal intubation status, and intensive care unit admission were significant predictors of mortality in patients with AP in the multivariate logistic regression model. The ANN model indicated age, Glasgow Coma Scale, intensive care unit admission, and endotracheal intubation status were critical factors among the 12 independent variables related to in-hospital mortality. The area under the receiver operating characteristic curve for mortality prediction was significantly higher in the ANN model compared to the logistic regression model. @*Conclusion@#This study establishes that the ANN model could be a valuable tool for predicting the risk of death following AP. Thus, it may facilitate effective patient triage and improve the outcomes.

Self-Monitoring Blood Glucose Meter: Is Your Glucose Meter Accurate? / 임상당뇨병

Blood glucose monitoring provides immediate feedback on the effect of daily activities such as taking medication, exercise or eating on blood glucose levels. A home blood glucose meter's results are considered accurate if they falls within +/-20% of lab results. Such meters are calibrated to use whole blood to measure glucose, whereas lab equipment uses only the plasma portion. To maintain accuracy, results from a meter should be compared to those of a laboratory at least once a year. Diabetes educators should have thorough knowledge of each meter and its accuracy so that he or she can properly educate diabetic patients.

A Case of Esophageal Small Cell Carcinoma with Gastric Metastasis andwithout Regional Lymph Node Involvement / 대한소화기내시경학회지

Small cell carcinoma is most frequently described as occurring in the bronchial tree. Extrapulmonary small cell carcinoma is a very rare disease and it has been reported in the esophagus, stomach, small intestine, pancreas, uterus, salivary gland and prostate. Primary esophageal small cell carcinoma with gastric metastasis and without regional lymph node involvement is very rare. We have experienced a case of primary esophageal small cell carcinoma with gastric metastasis and without regional lymph node involvement. The patient was treated with chemotherapy and this patient is alive at 40 months after the treatment.

The Clinical Significance of Uterine Artery Doppler Flow Velocity Waveforms as a Screening Test in the Second Trimester Pregnancies / 대한주산의학회잡지

OBJECTIVE: We performed uterine artery doppler flow velocity waveforms between 20~24 weeks of gestation to access the screening properties for predicting pregnancy-induced hypertension or intrauterine growth retardation in general population. METHODS: Total 458 normal pregnant women were enrolled in this study. The abnormal uterine artery doppler flow velocity waveforms was defined that systolic/diastolic ratio is greater than 2.6 or diastolic notch waveforms are seen. RESULTS: The incidence of PIH and IUGR among study population was 3.5% and 3.5%, respectively. The incidence of PIH in normal and abnormal uterine artery Doppler flow velocity waveforms group were 2.0% and 11.4%, and those of IUGR were 3.4% and 4.2%, respectively. The incidence PIH or IUGR among abnormal doppler group was 14.2%, which was higher than in normal group of 5.4%. This method had a sensitivity of 34.3%, a specificity of 86.1% and positive predictive value of 15.7% for the prediction of PIH and IUGR. CONCLUSION: Although abnormal uterine artery doppler flow velocity waveforms is associated with an increased risk of PIH or IUGR, the lowered positive predictability lead to apply the follow-up examination or standardization of doppler ultrasonography.

Postnatal outcome of Prenatally detected Fetal Hydronephrosis / 대한주산의학회잡지

OBJECTIVE: To help prenatal counselling in fetal hydronephrosis by demonstrating the postnatal investigation, treatment and outcome of infants with hydronephrosis prenatally diagnosed. METHODS: Between January 2000 and December 2001, we studied 20 infants who presented with fetal hydronephrosis confirmed by postnatal ultrasonography. In the postnatal follow-up period, the infants were followed with sequential ultrasonography and urinalysis. (99m)Tc-DTPA scan, intravenous pyelography and voiding cystourethrography were performed in selected cases. An anteroposterior renal pelvic diameter >7 mm after 30 weeks of pregnancy was defined as fetal hydronephrosis. Follow-up ranged from 6 to 18 months (mean, 12). RESULTS: Unilateral hydronephrosis was diagnosed in 13 infants and bilateral in 7. A male predilection was found (4:1) and the left kidney was more commonly involved. If there was no resolution, ultrasonographic follow-up was done until 18 months. As a results, hydronephrosis resolved in 11, who were all in the unilateral hydronephrosis group. The range of the fetal renal pelvis on prenatal ultrasonography was 7~13 mm in the resolution group. Pyeloplasty was performed in two unilateral hydronephrosis infants. CONCLUSION: When the fetal renal pelvis was below 14 mm at least on prenatal ultrasonography, it didn't progress. Fetal hydronephrosis below 14 mm may be safely observed, and surgical correction was performed only a few infants. So, we suppose that this outcome must be considered enough in prenatal counsellings and that the work-up for more many people is needed, because of the small number of the patients whose renal pelvic diameter is above 14 mm in this study.

A Clinical study of Intrauterine Fetal Death / 대한산부인과학회잡지

OBJECTIVE: The purpose of this study was to evaluate intrauterine fetal death and elucidate the etiology of intrauterine fetal death. METHODS: This is a clinical study of 74 cases of intrauterine fetal death (IUFD) among 5,523 deliveries at Soonchunhyang University Hospital during Jan. 1998 to Apr. 2003. RESULTS: The overall incidence of IUFD was 1.34%. And the age distribution of mother with IUFD was between 19 to 44 year old and was highest in the 25 to 29 year old age group (39.1%). The parity of mothers with IUFD was the highest in nulliparous group (78.3%) and there was a decreased tendency with high parity. There were 47 cases (63.5%) with previous history of abortion and 2 cases (2.7%) with previous history of IUFD. The highest incidence rate of IUFD was shown at 20-24 weeks of gestation (48.6%) and in the fetus weighted less than 1,000 gm (59.5%), and the sex ratio of male versus female fetus was 1:1.07. The modes of delivery were labor induction (54.1%), laparotomy (18.9%), spontaneous labor (27.0%). The indication for laparotomy was placental abruption, placenta previa, previous cesarean section state. The etiology factors of IUFD were unexplained causes (55.4%), cord complication (12.2%), placental abruption (9.4%), placenta previa (9.4%) in order. CONCLUSION: The causes of IUFD were unexplained, cord complication, placental abruption in order. So, the proper antenatal care should be taken of fetuses on the basis of risk factors of antepartum and intrapartum.

Airway collapsibility indicating indication excessive airway narrowing in asthma / 천식및알레르기

BACKGROUND: It has been sugested that excessive airway narrowing in asthma may be detected by a decrease in forced vital capacity (FVC). A volume differrence between slow vital capacity (SVC) and FVC may be used as a surrogate index of airway collapse. OBJECTIVE: To investigate the relationship between an airway collapsibility index (CI) and airflow limitation or airway hyperresponsiveness in asthma. METHODS: Forty-six patients with suspected asthma and 21 normal control subjects were enrolled. CI was defined as a difference between SVC and FVC, and measured before and after a methacholine (MCh) bronchoprovocation test. Positive response to MCh was defined as a fall of FEV1 by more than 12%. RESULTS: CI significantly increased from 1.10+/-3.86% to 5.52+/-7.91% after MCh in the positive MCh group (n=19, p<0.01). Not only FVC but also SVC was significantly decreased after MCh. One-fifth of the decrease in FVC was caused by the increase in CI. Both FVC and SVC were significantly related to baseline FEV1 values and in percent change after MCh. Although CI was also significantly related to FEV1 in percent change after MCh. CI was significantly higher in the positive MCh group than in the control and was not significantly related to baseline FEV1 values. Furthermore, the relationship of CI values between before and after MCh was significant (r=0.622, p<0.01). CI was not significantly different according to the severity of MCh-PC20. CONCLUSION: Because the relationship between CI and the severity of airflow limitation or MCh-PC20 was less significant. CI may be better than FVC to represent the characteristic of excessive airway narrowing in asthma.