Background Probiotic might have a role in the prevention of ventilator-associated pneumonia (VAP) among mechanically ventilated patients, but the efficacy and safety remained inconsistent. The aim of this systematic review and meta-analysis was to evaluate the efficacy and safety of probiotic (prebiotic, synbiotic) versus placebo in preventing VAP in critically ill patients undergoing mechanical ventilation. Methods PubMed, Embase and the Cochrane library databases were searched to 10 October 2021 without language restriction for randomized or semi-randomized controlled trials evaluating probiotic (prebiotic, synbiotic) vs. placebo in prevention of VAP in critically ill mechanically ventilated patients. The pooled relative risk (RR) along with 95% confidence intervals (CI) were combined using a random-effects model. Furthermore, the trial sequential analysis (TSA) and subgroup analyses were performed. Statistical significance was regarded as P < 0.05. Results Twenty-three trials involving 5543 patients were eligible for this meta-analysis. The combined RR of decreasing the risk of VAP by probiotic was 0.67 (0.56, 0.81) for all eligible studies, 0.69 (n = 5136; 95% CI = 0.57 to 0.84; P < 0.01) for adults studies and 0.55 (n = 407; 95%CI = 0.31 to 0.99; P = 0.046) for neonates/children studies. Additionally, the above-mentioned positive finding in 20 adults studies was verified by the results of TSA, subgroup analyses and cumulative meta-analysis. Ample evidences demonstrated a 31% decrease in RR of incidence of VAP was noted when prophylactic probiotic therapy was administrated among adult patients. Finally, there were no effects on the ICU/hospital/28-/90-day mortality, bacteremia, CRBSI, diarrhea, ICU-acquired infections, infectious complications, pneumonia, UTI and wound infection between two groups (P > 0.05 for all). Conclusions Based on the results of our study, the current evidences suggested that prophylactic administration of probiotic might be utilized as a preventive method for VAP in neonates/children and adults patients who required mechanical ventilation. However, further large, high-quality RCTs are warranted to assess the efficacy and safety of probiotic treatment in critically ill patients, especially for the neonates/children studies and the long-term consequences of this therapy.

Objective. The goal of this study was to see how effective endoscopic retrograde cholangiopancreatography combined with endoscopic sphincterotomy was in treating acute biliary pancreatitis and how it affected CRP and ALT levels. Methods. This analysis is based on a 100-patient acute pancreatitis (ABP) study conducted at our institution from June 2019 to June 2020. They were divided into two groups of 50 cases each, the control group and the observational group, according to the random number table. Endoscopic sphincterotomy and ERCP were performed on the observation group instead of open surgery on the control group as a point of comparison (EST). The followings were compared including abdominal pain relief duration, blood amylase recovery duration, and hospital stay duration, as well as Serum C-reactive protein (CRP), interleukin-6 (IL-6), and tumor necrosis factor-α (TNF-α) level; the ALT, AST, and GGT levels of the two groups were compared, as well as the occurrence of problems in both groups. Results. The observation group had a significantly shorter duration of abdominal pain, blood amylase recovery, and hospital stay. Presurgery CRP, IL-6, and TNF-α levels in both groups were significantly lower in the observation group than in the control group. According to the results of the study, both groups saw significant decreases in ALT, AST, and GGT after surgery; however, the levels of these markers in both groups were significantly lower in the observation group after surgery than in the control group. The observation group’s (14.00 percent) complication rate was substantially lower. Conclusion. ERCP and EST in the treatment of ABP can not only successfully improve clinical indexes and facilitate the recovery of patients but also reduce the levels of CRP and alt, reduce the level of inflammation, and enhance renal function, with reduced problems, which has a high clinical reference value.

Rapid and correct estimation of driver lane change intention plays an important role in the advanced driver assistance system (ADAS), which could make the driver improve the reliability of the ADAS system and help to decrease driver workload. In this study, a method based on the long short-term memory network (LSTM) and Dempster–Shafer evidence theory is proposed. The model consists of a preliminary decision-making label and a final decision-making label. Driver visual information, head orientation, and vehicle dynamics are collected by preliminary decision-making label. Then, LSTM is used to calculate the initial probability of the driver lane change (left, right, and lane keeping) maneuver intention. The outputs of LSTM are normalized and assigned a basic probability by the Dempster–Shafer evidence theory. The final decision-making label analyzes the information and outputs the probability of each lane change intention and the decision is to identify the driver's current intention. The experimental results show that the accuracy of the model is 90.7% for the intention of changing left and 89.1% for the intention of changing right. The outcome of this work is an essential component for all levels of road vehicle automation.