Using Artificial Intelligence to Establish Chest X-Ray Image Recognition Model to Assist Crucial Diagnosis in Elder Patients With Dyspnea.

Pneumonia and pulmonary edema are the most common causes of acute respiratory failure in emergency and intensive care. Airway maintenance and heart function preservation are two foundations for resuscitation. Laboratory examinations have been utilized for clinicians to early differentiate pneumonia and pulmonary edema; however, none can provide results as prompt as radiology examinations, such as portable chest X-ray (CXR), which can quickly deliver results without mobilizing patients. However, similar features between pneumonia and pulmonary edema are found in CXR. It remains challenging for Emergency Department (ED) physicians to make immediate decisions as radiologists cannot be on-site all the time and provide support. Thus, Accurate interpretation of images remains challenging in the emergency setting. References have shown that deep convolutional neural networks (CNN) have a high sensitivity in CXR readings. In this retrospective study, we collected the CXR images of patients over 65 hospitalized with pneumonia or pulmonary edema diagnosis between 2016 and 2020. After using the ICD-10 codes to select qualified patient records and removing the duplicated ones, we used keywords to label the image reports found in the electronic medical record (EMR) system. After that, we categorized their CXR images into five categories: positive correlation, negative correlation, no correlation, low correlation, and high correlation. Subcategorization was also performed to better differentiate characteristics. We applied six experiments includes the crop interference and non-interference categories by GoogLeNet and applied three times of validations. In our best model, the F1 scores for pneumonia and pulmonary edema are 0.835 and 0.829, respectively; accuracy rate: 83.2%, Recall rate: 83.2%, positive predictive value: 83.3%, and F1 Score: 0.832. After the validation, the best accuracy rate of our model can reach up to 73%. The model has a high negative predictive value of excluding pulmonary edema, meaning the CXR shows no sign of pulmonary edema. At the time, there was a high positive predictive value in pneumonia. In that way, we could use it as a clinical decision support (CDS) system to rule out pulmonary edema and rule in pneumonia contributing to the critical care of the elderly.

Transumbilical laparoscopy-assisted Malone procedure for fecal incontinence in children.

BACKGROUND: Transumbilical laparoscopy-assisted Malone procedure (TULAM) is a single-incision laparoscopic procedure in which the appendicostomy is made at umbilicus. The aim of this study is to evaluate the outcomes of TULAM. METHODS: With IRB approval, the medical records of the patients who underwent TULAM were retrospectively reviewed between July 2013 and December 2018. The data collected included ages, gender, underlying diseases, operative techniques, complications, stoma continence, parental satisfaction and follow-up duration. RESULTS: Fifteen patients underwent TULAM at the median age of 5.0 years (2.9-10.7 years). There were 4 girls and 11 boys. Thirteen patients had anorectal malformations or cloaca; the other two patients had spina bifida. All patients presented with fecal incontinence; 9 of them had concomitant constipation. TULAM was successfully accomplished in 14 patients; one patient required conversion to the three-port procedure. The median follow-up period was 1.7 years (0.5-3.2 years). One patient required tube replacement under endoscopy guidance in the operation room. One patient required surgical revision because the appendix was disrupted after an episode of enterocolitis. All patients were socially continent with antegrade enemas. 12 patients were stoma continent, and 3 patients had minor leaking less than once a month. The stoma cosmesis was satisfactory. All parents expressed satisfaction with TULAM. CONCLUSION: TULAM is effective in the management of fecal incontinence and constipation, and provides a continent stoma with excellent cosmesis.

Impact of a routine neurosurgical dispatch on emergency air medical transport and outcome of patients with intracranial hemorrhage.

BACKGROUND/PURPOSE: Emergency air medical transport (EAMT) of patients in remote areas with neurological emergencies to higher-level facilities is an integral part of the regionalized healthcare system. EAMT is safe and feasible for head injuries. Debates persist on the high cost, safety, and risk of EAMT, thereby calling for alternatives. METHODS: We conducted a retrospective cohort study by including all patients with intracranial hemorrhage (ICH) who visited the Kinmen Hospital from January 2006 to December 2016. Routine neurosurgical dispatch (RNSD) implemented since 2009, dispatches neurosurgeons to Kinmen. EAMT and 90-day mortality were assessed. RESULTS: We enrolled 560 patients: 173 pre-stage and 387 post-stage. RNSD resulted in less EAMT deployment ([adjusted odds ratio AOR] = 0·23, p < 0·001) and lower 90-day mortality ([adjusted hazard ratio AHR] 0·66, p = 0·043). RNSD resulted in decreased EAMT among all subgroups, especially in age ≥81 years (AOR 0.03, p < 0.001), age 41-60 years (AOR 0.10, p < 0.001), traumatic intracranial hemorrhage (TICH) (AOR 0·11, p < 0·001), and Glasgow Coma Scale (GCS) 9-12 (AOR 0.14, p 0.001). The risk of 90-day mortality was higher in male (AHR 1.81, p = 0·006), GCS 3-8 (AHR 35.52, p < 0·001) and GCS 9-12 (AHR 7.46, p < 0·01) and lower in age 21-40 years (AHR 0.46, p = 0.034). CONCLUSION: Incorporating RNSD with EAMT is a plausible alternative to EAMT with a significant decrease in EAMT and decreased 90-day mortality in patients with ICH compared with non-neurosurgical care with EAMT. Despite a 34% decrease in 90-day mortality after RNSD, patient characteristics such as disease severity, age, and sex still dictated patient outcomes.

Transumbilical minilaparotomy in low-birthweight newborns for complicated conditions.

BACKGROUND: The purpose of this study is to examine the outcome of transumbilical minilaparotomy for infants and compare the results between normal birthweight (NBW) and low birthweight (LBW). METHODS: Between July 2010 and March 2017, infants who underwent abdominal surgery through transumbilical minilaparotomy were enrolled. Medical records were retrospectively reviewed. Patients were divided into two groups, NBW and LBW. Complexity was defined as complicated conditions other than intestinal atresia and malrotation. RESULTS: Totally, 16 patients were included. The diagnosis included intestinal atresia (n = 3), meconium peritonitis (n = 4), bowel infarction/necrosis (n = 4), spontaneous intestinal perforation (n = 2), segmental volvulus and necrosis (n = 1), necrotizing enterocolitis (n = 1), and malrotation (n = 1). The median gestational age and body weight were 32 (24-40) weeks and 1731 (560-4200) grams respectively. The median age at operation was 3 (1-41) days. The surgical procedure included primary repair of the intestine (n = 14), ileostomy (n = 1) and Ladd's procedure (n = 1). Postoperative complications included anastomotic leakage (n = 2), adhesion ileus (n = 1), and missed rectal atresia (n = 1). There was one mortality due to extremely low birthweight and poor lung maturation. Re-operation was required in 3 patients for anastomotic leakage (n = 2) and missed rectal atresia (n = 1). Mean birthweight was 2932 ± 97 and 1263 ± 667 g in NBW (n = 5) and LBW (n = 11), respectively (p < 0.01). Complexity rate was 40% and 90.9%, respectively (p = 0.034). The mean operation time was 139.4 ± 65.8 and 124.3 ± 46.1 min, respectively (p = 0.60). The complicated rate and reoperation rate were similar. CONCLUSIONS: Transumbilical minilaparotomy is technically feasible and an alternative option of minimally invasive surgery for LBW infants and complex conditions.

Spontaneous Intramural Intestinal Hemorrhage versus Acute Mesenteric Ischemia by CT Evaluation.

Objective The purpose of our study was to differentiate the imaging findings of patients with spontaneous intramural intestinal hemorrhage (SIIH) from those with acute mesenteric ischemia (AMI) after abdominal computed tomography (CT) survey in the emergency department. Methods We retrospectively included 83 patients diagnosed with SIIH or AMI after abdominal CT. Results The mean ages of 30 SIIH patients and 53 AMI patients were 74.4±14.6 years and 75.8±11.2 years, respectively. Patients with SIIH had significantly thicker maximal intestinal wall thickening (14.8±3.9 vs. 10.9 ±4.1, p<0.001), a lower rate of ileum involvement (26.7% vs. 77.4%, p<0.001) and a higher rate of ascites (96.7% vs. 64.2%, p<0.001) compared with patients with AMI. Neither pneumatosis intestinalis (p<0.001) nor portomesenteric gas (p<0.01) were detected in SIIH patients but were observed in AMI patients. A receiver-operating characteristic (ROC) curve analysis showed that the optimal cut-off value for maximal intestinal wall thickening between groups was 10.4 mm and the area under the ROC curve between groups was 0.752 (p<0.0001). A multiple logistic regression analysis showed that the independent predictors of SIIH were non-involvement of the ileum (odds ratio, OR, 6.998; p=0.001), maximal intestinal wall thickening ≥10.4 mm (OR, 5.748; p=0.040) and ascites (OR, 13.348; p=0.023). The area under the ROC curve for the model was 0.854 (p<0.001). Conclusion The independent predictors of SIIH from AMI after abdominal CT in acute abdominal patients include non-involvement of the ileum, intestinal wall thickening ≥10.4 mm, and ascites.

An unusual case of silent acute ST-elevation myocardial infarction following amphetamine use.

We report a case of silent acute ST-elevation myocardial infarction associated with amphetamine use in a 62 years old diabetic man. The patient was devoid of chest pain and had a normal cardiac enzyme analysis at the initial presentation. A routine electrocardiogram demonstrated acute inferior wall ST-elevation myocardial infarction. Coronary angiography confirmed a total occlusion of the posterior lateral branch of right coronary artery. The patient underwent successful percutaneous transluminal coronary angioplasty with stent placement. Amphetamine abuse may play a role in acute myocardial infarction. Adverse cardiovascular manifestations of amphetamine can occur with sudden overt chest pain or present insidiously. In view of the potential association of amphetamine and myocardial infarction, physicians should not rely only upon clinical symptoms. This report highlights the diabetic patients with amphetamine abuse should undergo a routine electrocardiogram in such circumstances.