Learning to Discretize: Solving 1D Scalar Conservation Laws via Deep Reinforcement Learning

Conservation laws are considered to be fundamental laws of nature. It has broad applications in many fields, including physics, chemistry, biology, geology, and engineering. Solving the differential equations associated with conservation laws is a major branch in computational mathematics. The recent success of machine learning, especially deep learning in areas such as computer vision and natural language processing, has attracted a lot of attention from the community of computational mathematics and inspired many intriguing works in combining machine learning with traditional methods. In this paper, we are the first to view numerical PDE solvers as an MDP and to use (deep) RL to learn new solvers. As proof of concept, we focus on 1-dimensional scalar conservation laws. We deploy the machinery of deep reinforcement learning to train a policy network that can decide on how the numerical solutions should be approximated in a sequential and spatial-temporal adaptive manner. We will show that the problem of solving conservation laws can be naturally viewed as a sequential decision-making process, and the numerical schemes learned in such a way can easily enforce long-term accuracy. Furthermore, the learned policy network is carefully designed to determine a good local discrete approximation based on the current state of the solution, which essentially makes the proposed method a meta-learning approach. In other words, the proposed method is capable of learning how to discretize for a given situation mimicking human experts. Finally, we will provide details on how the policy network is trained, how well it performs compared with some state-of-the-art numerical solvers such as WENO schemes, and supervised learning based approach L3D and PINN, and how well it generalizes.     

Cefoperazone-sulbactam and risk of coagulation disorders or bleeding: a retrospective cohort study

ABSTRACT

Objectives: Limited evidence has suggested that cefoperazone-sulbactam causes coagulation disorders and bleeding.

Methods: The authors conducted a retrospective study to compare patients receiving cefoperazone-sulbactam versus those treated with cefoperazone-tazobactam or ceftazidime. Propensity-score matching was used to explore whether treatment with cefoperazone-sulbactam increased the risk of prothrombin time (PT) prolongation, coagulation disorders, and bleeding, or decreased platelets (PLT).

Results: The cohort included 23,242 patients. Among patients receiving cefoperazone-sulbactam, the risk of PT prolongation, coagulation disorders, decreased PLT, and bleeding was 5.3%, 9.2%, 15.7%, and 4.2%, respectively. Propensity-score matching analyses suggested that cefoperazone-sulbactam increased the risk of PT prolongation (aOR 2.26, 95% CI 1.61–3.18), coagulation disorders (aOR 1.81, 95% CI 1.43–2.30), and decreased PLT (aOR 1.46, 95% CI 1.25–1.72), but not increase bleeding (aOR 1.05, 95% CI 0.79–1.40) compared with ceftazidime. Patients receiving cefoperazone-sulbactam had higher risk of PT prolongation (aOR 1.53, 95% CI 1.11–2.10), coagulation disorders (aOR 1.53, 95% CI 1.21–1.95), but not decreased PLT (aOR 0.93, 95% CI 0.81–1.07) or bleeding (aOR 1.11, 95% CI 0.87–1.42), compared with those receiving cefoperazone-tazobactam.

Conclusion: Cefoperazone-sulbactam may be associated with a higher risk of PT prolongation and coagulation disorders compared with cefoperazone-tazobactam and ceftazidime.     

Double-balloon enteroscopy for retrieving retained small-bowel video capsule endoscopes: a systematic review

Abstract

Background and aim: Capsule retention is the most common adverse event associated with video capsule endoscopy. The use of double-balloon enteroscopy-assisted capsule endoscope retrieval has been increasingly reported in recent years. However, evidence is limited regarding its success rate, associated factors, and subsequent clinical outcomes.

Methods: A systematic review of relevant studies published before January 2019 was performed. Successful retrieval rate and associated factors, rate of endoscopic balloon dilation, and outcomes after double-balloon enteroscopy were summarized and pooled.

Results: Within 154 associated original articles, 12 including 150 cases of capsule retrieval by double-balloon enteroscopy were included. The estimated pooled successful retrieval rate was 86.5% (95% confidence interval, 75.6–95.1%). Anterograde approach and capsules retained in the jejunum or trapped by malignant strictures were associated with a higher successful retrieval rate than the retrograde approach (62/83 [74.7%] vs. 10/38 [26.3%], p?<?.001) and capsules retained in the ileum (41/41 [100.0%] vs. 43/58 [74.1%], p?<?.001) or trapped by benign strictures (21/21 [100.0%] vs. 65/83 [78.3%], p?=?.043). Endoscopic balloon dilation was performed in 38.8% (95% confidence interval, 22.3–56.3%) of patients with benign strictures. Two perforations (1.3%) were reported as severe adverse events after double-balloon enteroscopy. A significantly lower surgery rate was found among cases with successful video capsule removal compared with unsuccessful cases (7.2% vs. 38.5%, p?=?.002).

Conclusions: Double-balloon enteroscopy is feasible and safe for removing retained video capsule endoscopes, and its use could decrease the need for surgery in patients with benign strictures and facilitate subsequent surgery in patients with malignant strictures.     

从形气神谈溃疡性结肠炎的中西医认识

溃疡性结肠炎(Ulcerative colitis,UC)是一种病情反复、迁延难愈的炎症肠病,已被世界卫生组织列为现代难治病之一[1]。本病病因及发病机制尚不明确,西药治疗效果欠佳。近年来中医药的介入,临床取得显著疗效。西医学认为疾病是机体在一定致病因素的作用下自稳调节紊乱,经过机体内损伤和抗损伤反应的相互斗争,表现出的一系列功能。     

颗粒松质骨压紧植骨全髋关节置换术治疗创伤性髋关节炎的疗效

目的探讨颗粒松质骨压紧植骨全髋关节置换术(THA)治疗髋臼骨折继发创伤性髋关节炎的疗效。方法1998年12月-2005年5月,对15例髋臼骨折继发创伤性髋关节炎患者行颗粒松质骨压紧植骨THA,所有患者髋臼假体均采用骨水泥固定,颗粒骨均取自体骨,术后24h后开始被动活动,3个月后开始全负重锻炼。临床随访采用Harris髋关节评分(HSS)系统评分,对任何原因引起髋臼假体翻修均视为临床失败。根据Conn等影像学评价法观察颗粒骨长人情况,根据DeLee的三区法测量臼杯、骨水泥与移植骨间的界面宽度,臼杯的移位程度则依据其相对于泪点间线的距离而定。结果14例患者获得平均4．3年(1．0-7．5年)随访,HHS评分由术前平均42分(10-62分)提高到随访结束时平均84分(58-98分)。1例髋部有轻度疼痛,无患者行翻修手术。大部分髋部恢复了其正常的旋转中心,仅有2例高出对侧0．8 mm。大多数患者影像学表现稳定,2例在Ⅰ区和Ⅲ区出现进行性增宽的透亮带,1例在Ⅲ区出现非进行性增宽的透亮带。1例臼杯假体在术后7年出现明显移位(6 mm),但并没有行翻修手术。结论颗粒骨压紧植骨技术作为一种生物学髋臼重建方法,其联合THA治疗髋臼骨折后继发创伤性关节炎伴髋臼缺损的疗效令人满意,能够恢复髋关节的正常解剖和功能活动。     

膀胱移行细胞癌P16、P15、P14基因5＇CpG岛甲基化检测

目的 探讨P16、P15、P14基因5＇CpG岛在膀胱移行细胞癌中甲基化状态及其临床意义。方法 应用甲基化特异性PCR（methylation—specific PCR，MSP）方法检测40例膀胱移行细胞癌P16、P15、P14基因甲基化程度，χ^2检验分析其甲基化程度与膀胱癌病理分级分期间关系。结果 膀胱移行细胞癌P16、P15、P14 5＇CpG岛甲基化扩增阳性化率分别为27．5％、17．5％、35％，而正常膀胱组织中均未检测到三种基因5＇CpG岛甲基化。P16、P14基因甲基化与膀胱癌病理分级分期有显著性差异（P〈0．05），P15基因则没有显著性差异（P〉0．05）。结论 P16、P15、P14基因在膀胱癌组织中的甲基化率较高，三种抑癌基因5＇CpG岛异常高甲基化，在膀胱癌的发生、发展中具有重要作用。     

脑卒中后抑郁症相关心理社会因素的对照研究

目的 探讨脑卒中后抑郁症相关的心理社会因素,以指导心理干预,提高生活质量。方法 30例卒中后抑郁患者为研究组,42例卒中后无抑郁患者为对照组。以医学应对问卷、社会支持评定量表(SSRS)和Barthel指数(BI)为评定工具,对两组患者分别进行评定。结果研究组面对量表分显著低于对照组(P<0.05),而屈服量表分显著高于对照组(P<0.01)。研究组SSRS评分显著低于对照组(P<0.01)。两组BI评分差异无显著性(P>0.05)。结论 有针对性的心理教育性干预并加强社会支持可能对防治卒中后抑郁起重要作用。     

促血小板生成素对预测脑瘫高危儿的意义

目的探讨缺氧缺血性脑病(hypoxia-ischem ia encephalopathy,H IE)胎儿和H IE新生儿血清中促血小板生成素(Thrombopoietin,TPO)水平与脑损伤的关系,为脑瘫(cerebral palsy,CP)高危儿人群进行早期干预提供监测手段。方法收集23例H IE胎儿和34例H IE新生儿血清以及25例正常胎儿和30例正常新生儿血清,34例H IE新生儿包括11例轻度H IE,8例中度H IE和15例重度H IE。采用双抗体夹心ABC-ELISA法检测H IE胎儿组和轻、中、重H IE新生儿组血清中TPO的水平,并与正常胎儿组和正常新生儿组比较。结果H IE胎儿组和H IE新生儿组TPO分别高于正常胎儿组和正常新生儿组(分别P<0.01,P<0.01),重度H IE组TPO低于轻度H IE组(P<0.05)。结论血清TPO水平与H IE所致脑损伤严重程度有关。脐血TPO检测可为脑瘫高危儿人群进行早期干预提供监测手段。     

对医学院校伪贫困生的思考

目的 深入剖析医学院校出现伪贫困生的原因，提出一套治理伪贫困现象的方案。方法 从外部环境、学校、学生本身等3个方面分析出现伪贫困生现象的基本原因。结果 治理伪贫困现象的对策是：加强诚信教育、讲述贫困故事、建立监管机制、形成文化自觉。结论 只有治理高校里的伪贫困现象，才能使扶贫资金使用得当，体现公平的原则。