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Objective:To develop a grading prediction model of traumatic hemorrhage volume based on deep learning and assist in predicting traumatic hemorrhage volume.Methods:A retrospective observational study was conducted based on the experimental data of pig gunshot wounds in the time-effect assessment database for experiments on war-traumatized animals constructed by the General Hospital of the Chinese People's Liberation Army. The hemorrhage volume data of the study population were extracted, and the animals were divided into 0-300 mL, 301-600 mL, and > 600 mL groups according to the hemorrhage volume. Using vital signs indexes as the predictive variables and hemorrhage volume grading as the outcome variable, trauma hemorrhage volume grading prediction models were developed based on four traditional machine learning and ten deep learning methods. Using laboratory test indexes as predictive variables and hemorrhage volume grading as outcome variables, trauma hemorrhage volume grading prediction models were developed based on the above fourteen methods. The effect of the two groups of models was evaluated by accuracy and area under the receiver operator characteristic curve (AUC), and the optimal models in the two groups were mixed to obtain hybrid model 1. Feature selection was conducted according to the genetic algorithm, and hybrid model 2 was constructed according to the best feature combination. Finally, hybrid model 2 was deployed in the animal experiment database system.Results:Ninety-six traumatic animals in the database were enrolled, including 27 pigs in the 0-300 mL group, 40 in the 301-600 mL group, and 29 in the > 600 mL group. Among the fourteen models based on vital signs indexes, fully convolutional network (FCN) model was the best [accuracy: 60.0%, AUC and 95% confidence interval (95% CI) was 0.699 (0.671-0.727)]. Among the fourteen models based on laboratory test indexes, recurrent neural network (RNN) model was the best [accuracy: 68.9%, AUC (95% CI) was 0.845 (0.829-0.860)]. After mixing the FCN and RNN models, the hybrid model 1, namely RNN-FCN model was obtained, and the performance of the model was improved [accuracy: 74.2%, AUC (95% CI) was 0.847 (0.833-0.862)]. Feature selection was carried out by genetic algorithm, and the hybrid model 2, namely RNN-FCN* model, was constructed according to the selected feature combination, which further improved the model performance [accuracy: 80.5%, AUC (95% CI) was 0.880 (0.868-0.893)]. The hybrid model 2 contained ten indexes, including mean arterial pressure (MAP), hematocrit (HCT), platelet count (PLT), lactic acid, arterial partial pressure of carbon dioxide (PaCO 2), Total CO 2, blood sodium, anion gap (AG), fibrinogen (FIB), international normalized ratio (INR). Finally, the RNN-FCN* model was deployed in the database system, which realized automatic, continuous, efficient, intelligent, and grading prediction of hemorrhage volume in traumatic animals. Conclusion:Based on deep learning, a grading prediction model of traumatic hemorrhage volume was developed and deployed in the information system to realize the intelligent grading prediction of traumatic animal hemorrhage volume.
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Objective To investigate the interaction between health literacy,mobile phone dependence and unintentional injuries in middle school students,and to provide guidance for prevention on unintentional injuries in adolescents.Methods From November 2015 to January 2016,a questionnaire survey was conducted among 22 628 middle school students in Shenyang of Liaoning province,Bengbu of Anhui province,Xinxiang of Henan province,Ulanqab of Inner Mongolia Autonomous Region,Chongqing and Yangjiang of Guangdong province.Chinese Adolescent Interactive Health Literacy Questionnaire (CAIHLQ),Self-rating Questionnaire for Adolescent Problematic Mobile Phone Use (SQAPMPU),and Unintentional Injuries Assessment Scale and demographic variables were used to measure the health literacy,mobile phone dependence and unintentional injuries among the Chinese middle school students.Results The detection rates of mobile phone dependence and unintentional injuries were 25.4％ and 46.7％,respectively.The rates of unintentional injuries of middle school students with mobile phone dependence and with low,medium and high health literacy were 53.6％,44.4％ and 48.8％,48.1％,41.7％.Factors as mobile phone dependence,low and middle health literacy were positively related to unintentional injuries (OR=1.452,1.196,1.364).However,the multiplicative interaction between mobile phone dependence and health literacy on unintentional injuries was noticed significant (OR=1.217,95％CI:1.041-1.422).Conclusions Our results showed that the prevalence of unintentional injuries was relatively high in middle school students.Health literacy and mobile phone dependence seemed related to unintentional injuries.Interaction between health literacy and mobile phone dependence on unintentional injuries appeared significant.
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Objective To investigate the interaction between health literacy,mobile phone dependence and unintentional injuries in middle school students,and to provide guidance for prevention on unintentional injuries in adolescents.Methods From November 2015 to January 2016,a questionnaire survey was conducted among 22 628 middle school students in Shenyang of Liaoning province,Bengbu of Anhui province,Xinxiang of Henan province,Ulanqab of Inner Mongolia Autonomous Region,Chongqing and Yangjiang of Guangdong province.Chinese Adolescent Interactive Health Literacy Questionnaire (CAIHLQ),Self-rating Questionnaire for Adolescent Problematic Mobile Phone Use (SQAPMPU),and Unintentional Injuries Assessment Scale and demographic variables were used to measure the health literacy,mobile phone dependence and unintentional injuries among the Chinese middle school students.Results The detection rates of mobile phone dependence and unintentional injuries were 25.4％ and 46.7％,respectively.The rates of unintentional injuries of middle school students with mobile phone dependence and with low,medium and high health literacy were 53.6％,44.4％ and 48.8％,48.1％,41.7％.Factors as mobile phone dependence,low and middle health literacy were positively related to unintentional injuries (OR=1.452,1.196,1.364).However,the multiplicative interaction between mobile phone dependence and health literacy on unintentional injuries was noticed significant (OR=1.217,95％CI:1.041-1.422).Conclusions Our results showed that the prevalence of unintentional injuries was relatively high in middle school students.Health literacy and mobile phone dependence seemed related to unintentional injuries.Interaction between health literacy and mobile phone dependence on unintentional injuries appeared significant.
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Objective To explore the optimal timing of operation for experimental obstructive jaundice in a dog model. Method A dog model of bile duct stricture (BDS) was established. Dogs were divided into (n = 12 in each group) 6 groups, ie control, BDS days 5, 10, 15, 20, and 30. In each dog,the morphology and local histopathology of the bile duct, and the liver function in different periods were observed. At the time of surgery biopsy was taken and Roux-en-Y hepaticojejunostomy performed. Surgical complications and survival were evaluated. Result After bile duct obstruction, the proximal bile duct dilated continuously. The diameter of bile duct was 15.6 ± 1.7 mm at the 10th day. The injury bile ductshowed the acute inflammation change. In the early time (in 10 days), inflammatory cells increased in the tissues, mucous edema aggravated, the wall was edematous thickening, it was most severe ( WBC counting 54 ±6) in the 5th day. In the later period (10 -30 days), inflammatory cells reduced, bile duct wall became fibrosis, which was most obvious in the 15th day (42 ± 7 vs 54 ± 6, P ＜ 0.05 ). During the development of jaundice, serum bilirubin reached the highest level in the early period ( BDS days 5 group),then presented a platform time, and then rised extremely at the last stage of the experiment ( BDS day 30 group) . Changes of ALT and AST paralleled that of bilirubin before the 20th day of obstruction and then plummeted. BDS was repaired successfully in 57 dogs. Ten dogs died postoperatively due to bile leakage within 10 days, 3 dogs in BDS days 5 group (3/11), 4 in BDS days 10 group (4/12), one each in other groups. Postoperatively 13 BDS dogs died of malnutrition and organ failure within 3 months, including one each in days 5 and days 10 group, two each in days 15 and days 20 group, and 7 in days 30 group (P＜0. 05). Conclusion Considering the changes of morphology, physical function and result of follow up.The period between 10 and 20 days after acute bile duct injury is optimal for surgical repair.
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Objective To explore the early diagnosis, option of the surgical procedures, preven-tion and treatment of the complications in patients with pancreatic trauma.Methods All patients with pancreatic trauma during the past 20 years were studied retrospectively in respect of sex, age, cause of injury, grade by AAST, style of operation, therapeutic efficacy, complications and factors for death etc.Statistical analysis was made with Chi-square test.Results In all 148 cases of the present series, 132 underwent surgical interventions including simple suture or external drainage alone, distal pancre-atectomy, distal pancreaticojejunostomy or other internal drainage, diverticularization, Whipple's pro-cedure, and Damage Control Surgery (DCS) etc.Postoperative morbidity was 27.83% with a signifi-cant difference of the incidence of pancreatic fistula between pancreas grade Ⅲ-Ⅴ injuries and grade Ⅰ-Ⅱ(P＜0.01).The mortality rate was 11.49%.The cause of the deaths was mainly massive bleed-ing due to severe associated injuries(76.47%).Among various grades, the difference of the mortality was not significant (P＞0.05).Conclusion To improve the survival rate, it is important to control massive hemorrhage from associated injuries precedes dealing with pancreas trauma.Selection of surgi-cal procedures should be based on whether the main duct is injured.The removing of devitalized tis-sue, adequate external and internal drainage are essential for treatment of pancreatic injuries.Early recognition of pancreatic injury and correct choice of surgical procedures may obviously decrease the in-cidence of postoperative complications.
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Objective :To study the effects of NO precursor, L-arginine(L-Arg) and constitutive nitric oxide synthase(cNOS) inhibitor, L-nitroarginine(L-NNA)) on the expression of cNOS in facial nerve and surrounding tissues in traumatic facial paralysis rats. Methods:Facial paralysis was surgicaly created by impact in 57 SD rats. The rats were divided into 3 groups with 18 in each group, another 3 rats were used for morphological study. L-Arg at 40 mg/kg or L-NNA at 50 mg/kg were intraperitoneally injected into rats 2 times a day, from 4 days before untill 14 days after surgery(group L-Arg and group L-NNA). In control group(NS) same volume of normal saline was given to the rats after creation of facial paralysis. The facial nerve and surrounding tissue samples were obtained at different time. Immunohistochemical ABC method was used to examine cNOS and inducible NOS (iNOS) expression in facial nerve and surrounding tissues. Results:cNOS immunoreactivity was observed in traumatic facial nerve in L-Arg group 7 days after trauma and in the adjacent muscle in the 3 groups from 6 h to 3 d after trauma. iNOS was found in the paralyzed nerves from 1 d to 7 d after trauma in the 3 groups, and in the adjacent tissues from 6 h to 3 d after trauma in the 3 groups. Conclusions:L-Arg may stimulate constitutive NOS expression in facial nerve and probably promote the nerve regeneration.
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Objective To study the management of vascular injury.Methods Retrospective analysis was made on the clinical data of 59 cases of vascular injury,including 55 cases of vascular injury in neck and(extremity) and 4 cases of portal vein and vena cava injury.Among them,21 cases had femoral artery injury with infection and 4 cases had vascular injury due to intervention therapy.All patients with vascular wound of extremity or neck had undergone hemostasis by compression and antishock treament before hospital admission.All cases of femoral artery injury with infection underwent hemostasis by arterial ligation and incision and(drainage) of abscess.Vascular anastomosis was performed in 11 cases,vascular grafting in 12 cases,and(vascular) repair in 14 cases.Results There were 2 deaths.5 cases had amputation(including a case of(femoral) embolism due to intervention trerapy).Postoperative intermittent claudication,decreased skin(temperature) and other signs of ischemia occurred in 21 cases of femoral artery injury with infection,but none developed limb gangrene. The other cases were discharged in good health.Conclusions In the treatment of vascular injury,wound hemostasis and antishock treatment should be done first to save the patient′s life and the management of the vascular injury depends on the situation,with the aim to try by all means to save the extremity.Vascular reconstruction is the main method for treatment of vassular injury.Vascular ligation can be done in cases of femoral artery injury with infection.