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The cornerstone of port production operations is ship handling, necessitating judicious allocation of diverse production resources to enhance the efficiency of loading and unloading operations. This paper introduces an optimisation method based on deep reinforcement learning to schedule berths and yards at a bulk cargo terminal. A Markov Decision Process model is formulated by analysing scheduling processes and unloading operations in bulk port imports business. The study presents an enhanced reinforcement learning algorithm called PS-D3QN (Prioritised Experience Replay and Softmax strategy-based Dueling Double Deep Q-Network), amalgamating the strengths of the Double DQN and Dueling DQN algorithms. The proposed solution is evaluated using actual port data and benchmarked against the other two algorithms mentioned in this paper. The numerical experiments and comparative analysis substantiate that the PS-D3QN algorithm significantly enhances the efficiency of berth and yard scheduling in bulk terminals, reduces the cost of port operation, and eliminates errors associated with manual scheduling. The algorithm presented in this paper can be tailored to address scheduling issues in the fields of production and manufacturing with suitable adjustments, including problems like the job shop scheduling problem and its extensions. [ABSTRACT FROM AUTHOR]

OBJECTIVE: Mounting evidence indicates that long noncoding RNAs (lncRNAs) play a critical role in the tumorigenesis. Up-regulation of lncRNA LINC00662 (LINC00662) has previously confirmed in several tumors. However, the study of LINC00662 in prostate cancer (PCa) is limited. Hence, to determine the expression pattern and function of LINC00662 in PCa. PATIENTS AND METHODS: LINC00662 expression was first detected in PCa cell lines and tissue samples by qRT-PCR. Based on follow-up data, correlations of LINC00662 expression and clinicopathological features, including overall survival, in PCa patients were evaluated. Cell proliferation, migration, invasion, and apoptosis were detected by CCK-8 assay, colony-forming assay, Wound-healing assay, transwell assay, and flow cytometry, respectively. Additionally, LINC00662-specific miRNA was further confirmed using the dual-luciferase reporter assay and RT-PCR. RESULTS: LINC00662 was significantly upregulated in PCa tissues and cell lines compared with adjacent normal tissue and a normal prostate epithelial cell line. Higher expression of LINC00662 was positively associated with distant metastasis and shorter overall survival. In addition, multivariate analysis revealed that tissue LINC00662 expression was confirmed to be an independent prognostic factor for PCa. Furthermore, LINC00662 silencing inhibited the proliferation, migration, and invasion of PC-3 and LNCaP cells, and promoted apoptosis in vitro. Bioinformatics methods and luciferase reporter assay revealed the close link within miR-34a and 3'-untranslated region (UTR) of LINC00662 and further confirmed that LINC00662 could function as a sponge of miR-34a in PCa cells. Also, the results of RT-PCR showed that knockdown of LINC00662 suppressed the expression levels of miR-34a. CONCLUSIONS: The current results further enhanced our understanding of the effects of LINC00662 in PCa and may help to provide a new potential target for PCa treatment. [ABSTRACT FROM AUTHOR]

Patients with short bowel syndrome (SBS) receiving total parenteral nutrition (TPN) have a high incidence of catheter-related sepsis, one of its major complications. The aim of this study was to correlate the length of remaining small bowel (RSB) with septic episodes related to the central venous catheter in a group of patients with severe SBS with home TPN. The length of the RSB (<50 cm or > or = 50 cm) was related to the frequency of catheter sepsis, time until the first episode, and the agents responsible in eight SBS patients receiving home TPN. There were 13 episodes of catheter infection (0.88 per patient-year). The group with a shorter RSB length (five patients) presented 1.3 to 2.76 infections/year and 2 to 9 months until the first episode, compared to 0 to 0.75 infections/ year (p = 0.0357) and 11 to 65 months until the first episode (p = 0.0332) in the group with the longer RSB. In the first group, the agents isolated were Enterobacteriae (Enterobacter sp., Klebsiella sp., Pseudomonas sp., and Proteus sp.) in eight episodes and Candida sp. in one. In the latter sepsis was caused by Staphylococcus sp. in three episodes and Pseudomonas sp. in one. Therefore patients with remaining small bowel shorter than 50 cm have a higher frequency of catheter-related sepsis, particularly by enteric microorganisms. This might be an evidence of the occurrence of bacterial translocation and its role in the pathogenesis of catheter-related sepsis in patients with an extremely short RSB receiving home TPN.

An international survey of nitrogen dioxide (NO2) levels inside indoor ice skating facilities was conducted. One-week average NO2 concentrations were measured inside and outside of 332 ice rinks located in nine countries. Each rink manager also completed a questionnaire describing the building, the resurfacing machines, and their use patterns. The (arithmetic) mean NO2 level for all rinks in the study was 228 ppb, with a range of 1-2,680 ppb, based on a sample collected at breathing height and adjacent to the ice surface. The mean of the second indoor sample (collected at a spectator's area) was 221 ppb, with a range of 1-3,175 ppb. The ratio of the indoor to outdoor NO2 concentrations was above 1 for 95% of the rinks sampled, indicating the presence of an indoor NO2 source (mean indoor:outdoor ratio = 20). Estimates of short-term NO2 concentrations indicated that as many as 40% of the sampled rinks would have exceeded the World Health Organization 1-hour guideline value of 213 ppb NO2 for indoor air. Statistically significant associations were observed between NO2 levels and the type of fuel used to power the resurfacer, the absence of a catalytic converter on a resurfacer, and the use of an ice edger. There were also indications that decreased use of mechanical ventilation, increased number of resurfacing operations per day, and smaller rink volumes were associated with increased NO2 levels. In rinks where the main resurfacer was powered by propane, the NO2 concentrations were higher than in those with gasoline-powered resurfacers, while the latter had NO2 concentrations higher than in those using diesel. Rinks where the main resurfacer was electric had the lowest indoor NO2 concentrations, similar to the levels measured outdoors.