NYCU-TWO at Memotion 3: Good Foundation, Good Teacher, then you have Good Meme Analysis

This paper presents a robust solution to the Memotion 3.0 Shared Task. The goal of this task is to classify the emotion and the corresponding intensity expressed by memes, which are usually in the form of images with short captions on social media. Understanding the multi-modal features of the given memes will be the key to solving the task. In this work, we use CLIP to extract aligned image-text features and propose a novel meme sentiment analysis framework, consisting of a Cooperative Teaching Model (CTM) for Task A and a Cascaded Emotion Classifier (CEC) for Tasks B&C. CTM is based on the idea of knowledge distillation, and can better predict the sentiment of a given meme in Task A; CEC can leverage the emotion intensity suggestion from the prediction of Task C to classify the emotion more precisely in Task B. Experiments show that we achieved the 2nd place ranking for both Task A and Task B and the 4th place ranking for Task C, with weighted F1-scores of 0.342, 0.784, and 0.535 respectively. The results show the robustness and effectiveness of our framework. Our code is released at github.Comment: De-Factify 2: Second Workshop on Multimodal Fact Checking and Hate Speech Detection, co-located with AAAI 202

Cerebral hemorrhagic infarction following cranioplasty in a shunted patient with tension pneumocephalus resulting from depressed skull and craniodural defect

SummaryA 34-year-old female sustained a severe traumatic brain injury that was treated with decompressive craniectomy and subsequent cranioplasty, then with ventriculoperitoneal shunt about 10 years previously. However, the skull flap was found to be depressed ever since. She was admitted to our hospital for a headache and left hemiparesis with sudden onset. The computed tomography scan displayed tension pneumocephalus in the right frontoparietal region. First, she underwent emergency burr hole drainage and placement of a subdural drain with external ventricular drainage tube. Then her symptoms improved considerably. Unfortunately, 6 months later she was admitted again to our hospital because of headache and left hemiparesis with sudden onset, and the brain computed tomography showed tension pneumocephalus in the right frontoparietal region. She underwent craniectomy to remove the previous depressed skull and simultaneous cranioplasty with Ti-Mesh. On the day of her operation, generalized seizure occurred and her consciousness deteriorated. The magnetic resonance imaging showed hemorrhagic infarction on both sides of the thalamus and the right parieto-occipital region. We think it probable that a sudden increase of cerebral blood flow in the cerebral hemisphere where the cranioplasty had been performed caused reperfusion injury and resulted in hemorrhagic infarction

Pulmonary function change in patients with Sauropus androgynus-related obstructive lung disease 15 years later

Background/PurposeLittle is understood about the clinical course and prognosis of patients with Sauropus androgynus-related obstructive lung disease. The aim of this study was to investigate their clinical manifestations and pulmonary function change 15 years after the acute episode.MethodsA descriptive, observational study of patients with S androgynus-related obstructive lung disease, diagnosed 15 years ago, was conducted. We evaluated their pulmonary function and the Modified Medical Research Council (MMRC) dyspnea scale. Saint George’s Respiratory Questionnaire (SGRQ) was also performed. Age- and forced expiratory volume in one second (FEV1)-matched chronic obstructive pulmonary disease (COPD) patients were used as a reference group for comparison of clinical manifestations.ResultsTwenty-nine of 49 patients, diagnosed at our hospital 15 years ago, could be contacted. Four patients died and one patient was ventilator-dependent. Sixteen patients were willing to come to our hospital to have pulmonary function and questionnaire evaluation. The FEV1 of these patients declined only 1.6 ± 21.6 mL/year over a 15-year period. Meanwhile, the severity of their dyspnea and their health-related quality of life were better than age- and FEV1-matched COPD patients as shown by the MMRC dyspnea scale (1.4 ± 0.8 vs. 2.0 ± 1.0; p = 0.037) and symptom domain of the SGRQ (32.6 ± 18.4 vs. 43.5 ± 20.3; p = 0.006).ConclusionAfter an acute deterioration, patients with S androgynus-related obstructive lung disease had a stationary pulmonary function over a period of 15 years, and their clinical manifestations were less severe than age- and FEV1-matched COPD patients. A further study with a larger sample size may be needed to confirm these findings

CAE Analysis of Primary Shaft Systems in Great Five-Axis Turning-Milling Complex CNC Machine

The design and analysis of primary shaft systems by using the commercial software of computer aided engineering (CAE) in the heavy industry field are novel. The research purpose is to provide the computational results for the construction of primary shaft systems in the five-axis turning-milling complex machine. The CAE with commercial software is used to analyze the linear static construction, stress and deformation for primary shaft systems in the great five-axis turning-milling complex computer numerical control (CNC) machine. It is desirable to compute and find the most external loads of primary shaft systems in the CNC machine which can be used to operate in safety condition and under its yield stress value of materials. The linear computational results of static stresses and displacements in primary shaft systems are obtained and investigated with the commercial SOLIDWORKS® 2014 simulation module

庭園風格差異與熟悉度對視覺專注程度影響之研究

本研究之目的在探討觀賞者觀看不同風格庭園時視覺專注程度的差異，並探究受測者對庭園熟悉度的差異是否會影響其視覺專注程度。研究採用瞳位追蹤技術記錄眼球落點分佈，配合問卷調查的進行，經由分層抽樣及方便性抽樣方式在中興大學不同學院學生間進行抽樣調查，共獲得有效問卷144份及有效瞳位追蹤記錄94份。資料分析方法採用描述性統計、卡方撿定及單因子雙異數分析。經由分析結果得到主要的結論如下: 1.不同庭園風格對視覺專注程度有顯著差異。整體觀之，受測者在觀看中國庭園時之專注程度最高，其次為英國庭園及義大利庭園，專注程度最低者為法國庭 園及日本庭園。 2.不同熟悉度對視覺專注程度有顯著差異。有修習過美學課程者專注程度較高;學院中則是以文學院以及對照組(造園景觀)視覺專注程度較高，工學院及社科學院較低。The purposes of this study were to explore the influences of different garden styles on observers' visual concentration and analyze whether different familiarity level of garden styles would have effects on visual concentration. The eye-tracking technique and distribution analysis of pupil location (fixation) were employed in this study. By using questionnaire survey, stratified sampling method, and convenient sampling method, this study obtained 144 valid samples from students studying in National Chung Hsing University. Of 144 valid samples, 94 samples with valid eye-tracking records were available for further analysis. Through utilizing descriptive statistics, Chi-square teat, and One-way ANOVE, this study obtained the following conclusions: 1. There were significant differences of observes; visual concentration among different garden styles. In Chinese garden, the observers' visual concentration were higher than those of English garden, and Italian garden. In French garden and Japanese garden, the observers' visual concentration were the lowest ones. 2. There were significant differences of observers; visual concentration among different familiarity level of garden styles

Efficacy and safety of splenic artery embolization for intractable ascites using Amplatzer vascular plug versus coil after living donor liver transplantation

PURPOSEIntractable ascites (IA) is an uncommon but challenging complication after liver transplantation. Splenic artery embolization (SAE) modulates the splenic artery and regulates portal flow. This study aimed to evaluate the efficacy and safety of SAE using the Amplatzer vascular plug (AVP) versus coil embolization for post-living-donor liver transplantation (LDLT) IA.METHODSThis retrospective study evaluated consecutive patients from 1 center who received LDLT (n=1410) between March 2006 and August 2019. The inclusion criteria for SAE were splenomegaly with IA after LDLT.RESULTSTotally 15 patients underwent SAE for post-LDLT IA. Eleven patients who received AVP embolization (age, 51.2 ± 15.1 years; range, 8-63 years; 5 men and 6 women) were compared with 4 patients receiving coil embolization (age, 30.8 ± 30.8 years; range, 1.5-63 years; 2 men and 2 women). AVP and coil embolization both significantly reduced portal vein hyperflow (plug/ coil; P <.001/.006) and decreased ascites volume (plug/coil; P <.003/.042). The benefits of AVP embolization included shorter procedure time (P =.029), significantly reduced splenic volume (P =.012), increased liver volume (P =.012), decreased spleen/liver ratio (P =.012), and improvement of pancytopenia (P =.008) due to secondary hypersplenism. No significant differences were found between the two groups in the length of hospital stay or complications such as splenic infarction, pancreatitis, or sepsis.CONCLUSIONSAE using AVP and coil embolization provide effective and safe methods for managing patients with IA after LDLT. AVP embolization may be more efficient than coil embolization, providing more effective reduction of ascites volume and the advantages of shortened procedure time and improvement of hypersplenism

Burden of Total and Cause-Specific Mortality Related to Tobacco Smoking among Adults Aged ≥45 Years in Asia: A Pooled Analysis of 21 Cohorts

Background: Tobacco smoking is a major risk factor for many diseases. We sought to quantify the burden of tobacco-smoking-related deaths in Asia, in parts of which men's smoking prevalence is among the world's highest. Methods and Findings: We performed pooled analyses of data from 1,049,929 participants in 21 cohorts in Asia to quantify the risks of total and cause-specific mortality associated with tobacco smoking using adjusted hazard ratios and their 95% confidence intervals. We then estimated smoking-related deaths among adults aged ≥45 y in 2004 in Bangladesh, India, mainland China, Japan, Republic of Korea, Singapore, and Taiwan—accounting for ∼71% of Asia's total population. An approximately 1.44-fold (95% CI = 1.37–1.51) and 1.48-fold (1.38–1.58) elevated risk of death from any cause was found in male and female ever-smokers, respectively. In 2004, active tobacco smoking accounted for approximately 15.8% (95% CI = 14.3%–17.2%) and 3.3% (2.6%–4.0%) of deaths, respectively, in men and women aged ≥45 y in the seven countries/regions combined, with a total number of estimated deaths of ∼1,575,500 (95% CI = 1,398,000–1,744,700). Among men, approximately 11.4%, 30.5%, and 19.8% of deaths due to cardiovascular diseases, cancer, and respiratory diseases, respectively, were attributable to tobacco smoking. Corresponding proportions for East Asian women were 3.7%, 4.6%, and 1.7%, respectively. The strongest association with tobacco smoking was found for lung cancer: a 3- to 4-fold elevated risk, accounting for 60.5% and 16.7% of lung cancer deaths, respectively, in Asian men and East Asian women aged ≥45 y. Conclusions: Tobacco smoking is associated with a substantially elevated risk of mortality, accounting for approximately 2 million deaths in adults aged ≥45 y throughout Asia in 2004. It is likely that smoking-related deaths in Asia will continue to rise over the next few decades if no effective smoking control programs are implemented.</p