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Automatic Melanoma Skin Cancer Detection and Segmentation using Snakecut Algorithm 使用蛇切算法自动检测和分割黑色素瘤皮肤癌
Q4 Multidisciplinary Pub Date : 2024-05-02 DOI: 10.59796/jcst.v14n2.2024.35
Dondapati Rajendra Dev, T. Sivaprakasam, K. Vijaya Kumar
Early detection of melanoma skin cancer is crucial for effective treatment, and computer-aided diagnostic technologies offer promising advancements for dermatologists to make faster, more precise diagnoses of skin lesions. Segmenting skin lesions is a crucial first step towards automated Computer-Aided Diagnosis for skin cancer. This paper aims to use SnakeCut, a foreground extraction approach, to automatically segment skin lesions in HSV color space with little human interaction. Active contour (otherwise called Snake) and Improved GrabCut are the two popular methods. By decreasing the energy function of the related contour, the active contour acts as a deformable segmentation contour. Improved GrabCut uses updated iterated graph cuts to store color attributes used as segmentation signals in order to achieve foreground segmentation from close-by pixel similarities in its foreground segmentation algorithm. The proposed integrated solution, which is predicated on a probabilistic framework, is termed “SnakeCut.” We removed the outer black border using preprocessing. Later feature extraction is done using HOG and HSV and classifies the benign or melanoma state using Naïve Bayes, Decision tree, and K-nearest neighbor classifiers. The efficiency of the segmentation strategy was measured using the Jaccard Index. We compared the classification results of our method with existing state-of-the-art approaches. The study demonstrates the efficacy of Automatic SnakeCut in accurately segmenting skin lesions, thereby enhancing the performance of subsequent classification tasks. The average F-score was 0.75 on the 2017 ISIC challenge training dataset of 100 images. Compared to other methods, this study’s findings reveal that the suggested method is highly accurate.
黑色素瘤皮肤癌的早期检测对有效治疗至关重要,而计算机辅助诊断技术为皮肤科医生更快、更精确地诊断皮肤病变提供了可喜的进步。分割皮肤病变是实现皮肤癌计算机辅助自动诊断的关键第一步。本文旨在使用一种前景提取方法 SnakeCut,在 HSV 颜色空间中自动分割皮肤病变,几乎不需要人工操作。主动轮廓法(又称蛇形切割法)和改进的抓取切割法是两种流行的方法。通过降低相关轮廓的能量函数,主动轮廓可作为可变形的分割轮廓。改进的 GrabCut 使用更新的迭代图切割来存储作为分割信号的颜色属性,以便在其前景分割算法中通过近邻像素的相似性实现前景分割。所提出的综合解决方案以概率框架为基础,被称为 "SnakeCut"。我们通过预处理去除外层黑色边界。随后使用 HOG 和 HSV 进行特征提取,并使用 Naïve Bayes、决策树和 K-nearest neighbor 分类器对良性或黑色素瘤状态进行分类。使用 Jaccard 指数衡量了分割策略的效率。我们将该方法的分类结果与现有的最先进方法进行了比较。这项研究证明了自动蛇形切割技术在准确分割皮肤病变方面的功效,从而提高了后续分类任务的性能。在由 100 张图像组成的 2017 ISIC 挑战赛训练数据集上,平均 F 分数为 0.75。与其他方法相比,本研究的结果表明所建议的方法具有很高的准确性。
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引用次数: 0
Structural Assessment of Silver Conductive Ink using Nanoindentation 利用纳米压痕技术评估导电银墨的结构
Q4 Multidisciplinary Pub Date : 2024-05-02 DOI: 10.59796/jcst.v14n2.2024.37
Z. Bachok, Abdullah Aziz Saad, Sana Zulfiqar, Aizat Abas, M. Shafiq, Muhammad Fadhirul Izwan Abdul Malik
Stretchable conductive inks have emerged as a key enabling technology for the development of flexible and wearable electronic devices. Silver nanoparticles are commonly incorporated into these inks to impart electrical conductivity while maintaining stretchability. However, the amount of silver in the ink formulation can significantly influence the structural integrity and mechanical performance of printed conductive inks. This study investigates the impact of different silver contents on the structural assessment of stretchable conductive ink. Three samples of conductive inks, each with a different silver concentration (40%, 60%, and 80%) were produced by combining a PDMS-OH binder, organic solvent, cross-linking agent, catalyst, viscosity controller, additives, and silver nanoparticles. The ink samples with varying silver concentrations are characterized using nanoindentation and field-emission scanning electron microscopy (FESEM). The electrical conductivity of the silver conductive ink was measured with a digital multimeter. Among the three samples, the optimal silver concentration for conductive ink formulation is 60%, which exhibits a hardness of 2.04 MPa and an elastic modulus of 32.9 MPa to balance mechanical elasticity with an electrical conductivity of 1.389x104 S/m. Increasing silver content reduces the ink's flexibility, making it more brittle and less stretchable, but it also boosts its conductivity. The findings provide valuable insights into optimizing the silver content in stretchable conductive inks for achieving robust structural integrity and reliable performance in flexible and stretchable electronics.
可拉伸导电油墨已成为开发柔性可穿戴电子设备的一项关键技术。银纳米粒子通常被掺入这些油墨中,以在保持可拉伸性的同时赋予导电性。然而,油墨配方中银的含量会极大地影响印刷导电油墨的结构完整性和机械性能。本研究调查了不同银含量对可拉伸导电油墨结构评估的影响。通过将 PDMS-OH 粘合剂、有机溶剂、交联剂、催化剂、粘度控制剂、添加剂和纳米银颗粒结合在一起,制备了三种不同银浓度(40%、60% 和 80%)的导电油墨样品。采用纳米压痕法和场发射扫描电子显微镜(FESEM)对不同银浓度的油墨样品进行了表征。使用数字万用表测量了银导电墨水的导电性。在三种样品中,导电油墨配方的最佳银浓度为 60%,其硬度为 2.04 兆帕,弹性模量为 32.9 兆帕,以平衡机械弹性和 1.389x104 S/m 的导电率。银含量的增加会降低油墨的柔韧性,使其更脆、伸展性更差,但同时也会提高其导电性。这些发现为优化可拉伸导电油墨中的银含量提供了有价值的见解,从而在柔性和可拉伸电子产品中实现稳健的结构完整性和可靠的性能。
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引用次数: 0
Effects of Acupuncture on Autonomic Nervous System Parameters and Salivary Cortisol Level Among Mental Stress University Students: A Pilot Randomized Controlled Trial 针灸对精神压力大学生自律神经系统参数和唾液皮质醇水平的影响:随机对照试验
Q4 Multidisciplinary Pub Date : 2024-05-02 DOI: 10.59796/jcst.v14n2.2024.25
Sulukkana Noiprasert, V. Buttagat, Phakkharawat Sittiprapaporn, Akarat Sivaphongthongchai, Parichart Hongsing
Stress is a common and often unavoidable aspect of daily life that can negatively impact the autonomic nervous system, which controls the functions of internal organs and glands. Chronic stress has been associated with an imbalance in autonomic nervous system function, leading to a range of health conditions. Acupuncture is a medical treatment modality that has been applied to health care in different dimensions including physical, mental, and spiritual. This study aimed to investigate the effect of acupuncture on blood pressure, heart rate, and salivary cortisol level in mild stress university students, a population particularly vulnerable to stress. Twenty-eight university students were recruited and divided into two groups, a real acupuncture group and a sham acupuncture group. Heart rate, blood pressure, and salivary cortisol level were evaluated before and after a 30-minute acupuncture session on the ST36 acupoint. The results showed that the real acupuncture group had a significant decrease in blood pressure and heart rate, whereas the sham acupuncture group showed no change. Both groups had a slightly decrease in salivary cortisol level with no statistically significant. There was a statistically significant difference in the decrease of systolic blood pressure and heart rate after acupuncture between the two groups, but there was no significant difference between the groups in salivary cortisol level after acupuncture. The findings suggest that the acupuncture can be a valuable treatment for restoring balance to the symptoms of the autonomic nervous system in university students experiencing stress. A larger sample size, a non-intervention control, as well as different sources and times of cortisol collection, could contribute to the validation of the findings in this study.
压力是日常生活中不可避免的常见现象,会对控制内脏和腺体功能的自律神经系统产生负面影响。长期压力与自律神经系统功能失衡有关,会导致一系列健康问题。针灸是一种医疗方式,已被应用于身体、心理和精神等不同层面的保健。本研究旨在调查针灸对轻度压力大学生的血压、心率和唾液皮质醇水平的影响。研究人员招募了 28 名大学生,并将其分为两组,即真针灸组和假针灸组。在针刺 ST36 穴位 30 分钟前后,对心率、血压和唾液皮质醇水平进行了评估。结果显示,真针灸组的血压和心率明显下降,而假针灸组则没有变化。两组的唾液皮质醇水平均略有下降,但无统计学意义。两组针灸后收缩压和心率的下降在统计学上有显著差异,但两组针灸后唾液皮质醇水平无显著差异。研究结果表明,针灸是恢复大学生压力下自律神经系统症状平衡的一种重要治疗方法。更大的样本量、非干预对照以及不同的皮质醇采集来源和时间都有助于验证本研究的结果。
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引用次数: 0
Predictive Analysis of COVID-19 Epidemic in Thailand: Evaluating Control Lockdown Measures using LSTM Networks 泰国 COVID-19 流行病的预测分析:利用 LSTM 网络评估控制封锁措施
Q4 Multidisciplinary Pub Date : 2024-05-02 DOI: 10.59796/jcst.v14n2.2024.29
R. Wongsathan, I. Seedadan
This study addresses the critical objective of evaluating the effectiveness of non-pharmaceutical lockdown measures implemented during COVID-19 outbreaks in Thailand. Assessing the outcome of these measures provides valuable insight that can inform and guide response to future outbreaks. Utilizing a closed-loop forecasting model built on Long Short-Term Memory (LSTM) networks, the research focuses on achieving precise daily forecasts of COVID-19 cases. The methodology involves optimizing hyperparameters through grid-search and incorporating training data from other countries that implemented similar measures. The LSTM, configured with an optimal number of hidden processing units, utilizes past lagged data of daily infected cases as predictors to generate multi-step-ahead predicted values, which are subsequently used as predictors in a recursive approach. As a result, the predicted cases closely align with measured data, facilitating the estimation of the effective reproduction number (Reff) to assess the performance of lockdown measures. The effectiveness of the lockdown measures is quantified at different time intervals: 51%, 41%, and 23% one day after implementation, increasing to 84%, 98%, and 34% after one week, and reaching 96%, 99%, and 73% at the endpoint of the first, second, and fourth waves of infection, respectively. Throughout these waves, the final Reff remains below 1, indicating ongoing but controllable COVID-19, demonstrating the efficacy of the implemented lockdown measures. It is noted that these results are based on specific LSTM model, as the effectiveness of lockdown measures may vary with alternative modeling approaches. Therefore, the findings should be interpreted in the context of this LSTM-framework.
本研究的重要目标是评估 COVID-19 在泰国爆发期间实施的非药物封锁措施的有效性。对这些措施的效果进行评估可提供有价值的见解,为应对未来的疫情提供信息和指导。该研究利用基于长短期记忆(LSTM)网络的闭环预测模型,重点实现对 COVID-19 病例的每日精确预测。该方法包括通过网格搜索优化超参数,并纳入来自其他实施类似措施的国家的训练数据。LSTM 配置了最佳数量的隐藏处理单元,利用过去每日感染病例的滞后数据作为预测因子,生成多步超前预测值,随后在递归方法中用作预测因子。因此,预测病例与测量数据非常吻合,便于估算有效繁殖数(Reff),从而评估封锁措施的效果。锁定措施的有效性在不同的时间间隔内进行量化:实施一天后分别为 51%、41% 和 23%,一周后分别增至 84%、98% 和 34%,在第一波、第二波和第四波感染结束时分别达到 96%、99% 和 73%。在这几波感染中,最终的 Reff 值一直低于 1,表明 COVID-19 仍在持续但可控,证明了所实施的封锁措施的有效性。值得注意的是,这些结果是基于特定的 LSTM 模型得出的,因为封锁措施的有效性可能因其他建模方法而异。因此,应根据此 LSTM 框架来解释研究结果。
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引用次数: 0
In vitro evaluation of the intestinal cell adhesion, immunomodulatory effect, and cholesterol assimilation of the potential probiotic and postbiotic isolated from healthy Thai children 对从泰国健康儿童体内分离的潜在益生菌和后益生菌的肠道细胞粘附性、免疫调节作用和胆固醇同化的体外评估
Q4 Multidisciplinary Pub Date : 2024-05-02 DOI: 10.59796/jcst.v14n2.2024.32
Namfon Suebwongsa, Chamraj Kaewreamreuan, Panjamaporn Yotpanya, V. Lulitanond, M. Panya
Several bacterial genera, including Lactobacillus, have been evaluated for their beneficial effects in humans. This study aimed to evaluate the “probiotic” and “postbiotic” potential of three bacterial strains: Lactobacillus oris RCEID28-3, Limosilactobacillus fermentum RCEID23-2, and Limosilactobacillus fermentum RCEID47-7. Probiotics are defined as live bacterial cells, whereas postbiotics are inactivated or killed probiotics. Probiotic potential was evaluated by assessing the adhesion ability of the Caco-2 and HT-29 cell lines, immunomodulatory effects, and cholesterol assimilation. Meanwhile, postbiotic potential was assessed by evaluating their immunomodulatory effects through measuring cytokine production in human peripheral blood mononuclear cells (PBMCs) using an enzyme-linked immunosorbent assay (ELISA). The human intestinal cell adhesion assay showed that all bacterial strains exhibited adhesion of more than 90% to both the Caco-2 and HT-29 cell lines, except for L. oris RCEID28-3. The highest cell adhesion level was observed in L. fermentum RCEID47-7. The cytokine production assay revealed that probiotic and postbiotic strains stimulated the production of three cytokines: IL-10, IFN- γ, and TNF-α, in PBMCs with the different cytokines, indicating the strain-dependent property. Moreover, cholesterol assimilation by live probiotics showed that all the strains, especially L. fermentum RCEID47-7, could reduce cholesterol levels. Therefore, this study provides scientific evidence to support the possibility of applying probiotics and their inactivated forms (postbiotics) in humans in the near future.
包括乳酸杆菌在内的一些细菌属已被评估为对人体有益。本研究旨在评估三种细菌菌株的 "益生菌 "和 "后益生菌 "潜力:这三种细菌菌株分别是:Lactobacillus oris RCEID28-3、Limosilactobacillus fermentum RCEID23-2和Limosilactobacillus fermentum RCEID47-7。益生菌的定义是活的细菌细胞,而后益生菌是灭活或杀死的益生菌。通过评估 Caco-2 和 HT-29 细胞系的粘附能力、免疫调节作用和胆固醇同化作用来评估益生菌的潜力。同时,通过使用酶联免疫吸附试验(ELISA)测量人外周血单核细胞(PBMCs)中细胞因子的产生情况,评估了益生菌的免疫调节作用。人肠道细胞粘附试验表明,除 L. oris RCEID28-3 外,所有细菌菌株对 Caco-2 和 HT-29 细胞系的粘附率均超过 90%。发酵酵母 RCEID47-7 的细胞粘附水平最高。细胞因子产生测定显示,益生菌和后益生菌株刺激了三种细胞因子的产生:IL-10、IFN- γ 和 TNF-α,这表明细胞因子具有菌株依赖性。此外,活益生菌对胆固醇的同化作用表明,所有菌株,尤其是 L. fermentum RCEID47-7 都能降低胆固醇水平。因此,这项研究为在不久的将来将益生菌及其灭活形式(后益生菌)应用于人体提供了科学依据。
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引用次数: 0
Psychometric Evaluation of the Thai Male Depression Risk Scale (MDRS-TH) 泰国男性抑郁风险量表(MDRS-TH)的心理计量学评估
Q4 Multidisciplinary Pub Date : 2024-05-02 DOI: 10.59796/jcst.v14n2.2024.44
Netchanok Kaewjanta, Chompoonoot Kabkumba, S. Rungreangkulkij, Simon Rice
Previous studies have reported that males frequently suffer from major depression. However, due to the norms of masculine roles, in which emphasis is placed in displaying strength, invulnerability, and control, the ways that some men exhibit depression may differ from traditional diagnostic symptoms of major depressive disorder. To this end, the Male Depression Risk Scale (MDRS) has been developed in order to better identify those men, who experience low moods and are at risk for suicide. This study evaluated the psychometric properties of the Thai version of the MDRS (MDRS-TH). A cross-sectional study was conducted with 600 participants, who were recruited through social media (male N=300). The average age was 38.74 years. About half of the participants were married (51.5%). The majority identified themselves as Buddhist (94.66%) and had completed postgraduate education (31.16%). The samples had a variety of occupations, including farmer, employee, student, retired, own business, etc. The data were analyzed using confirmatory factor analysis, Cronbach's alpha coefficient, and criterion-related validity using Pearson's correlation. The overall analysis (N=600) found that the MDRS-TH was consistent with the empirical data (CFI=0.918, TLI=0.905, SRMR=0.05, and RMSEA=0.05). The final model consisted of 5 components: 1) emotional suppression, 2) alcohol use, 3) anger & aggression, 4) somatic symptoms, and 5) risk-taking behaviors. The internal consistency of the MDRS-TH total score was 0.89, and the correlation criterion-related validity with the PHQ-9 was r=0.77. The results supported the fact that the MDRS-TH is a useful screening tool. Utilizing the MDRS-TH in primary care settings may assist to identify those men who are at risk for male-specific symptoms of depression so that early identification and intervention can be facilitated. In future studies, the generalizability of the scale would be strengthened if efforts to improve cross-cultural validation involving different cultural groups in Thailand were prioritized.
以往的研究报告显示,男性经常罹患重度抑郁症。然而,由于男性角色的规范强调表现出力量、不可侵犯性和控制力,一些男性表现出抑郁的方式可能与重度抑郁障碍的传统诊断症状不同。为此,我们开发了男性抑郁风险量表(MDRS),以便更好地识别那些情绪低落并有自杀风险的男性。本研究评估了泰语版男性抑郁风险量表(MDRS-TH)的心理测量特性。这项横断面研究通过社交媒体招募了 600 名参与者(男性人数=300)。平均年龄为 38.74 岁。约半数参与者已婚(51.5%)。大多数人认为自己是佛教徒(94.66%),并已完成研究生教育(31.16%)。样本的职业多种多样,包括农民、雇员、学生、退休人员、自己做生意等。数据分析采用了确认性因子分析、克朗巴赫α系数和皮尔逊相关性的标准相关效度。总体分析(N=600)发现,MDRS-TH 与经验数据一致(CFI=0.918,TLI=0.905,SRMR=0.05,RMSEA=0.05)。最终模型由 5 个部分组成:1)情绪压抑;2)饮酒;3)愤怒与攻击;4)躯体症状;5)冒险行为。MDRS-TH总分的内部一致性为0.89,与PHQ-9的标准相关效度r=0.77。结果证明,MDRS-TH 是一种有用的筛查工具。在初级医疗机构中使用 MDRS-TH 可能有助于识别那些有男性抑郁症状风险的男性,从而促进早期识别和干预。在未来的研究中,如果能优先考虑改进涉及泰国不同文化群体的跨文化验证工作,那么该量表的普适性将会得到加强。
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引用次数: 0
Remission Rate of Pemphigus Vulgaris and Pemphigus Foliaceus in the Institute of Dermatology: A 7 Years Retrospective Study 皮肤病研究所的大疱性类天疱疮和小疱性类天疱疮缓解率:七年回顾性研究
Q4 Multidisciplinary Pub Date : 2024-05-02 DOI: 10.59796/jcst.v14n2.2024.40
Araya Sasiwilasakorn, Oraya Kwangsukstid
Pemphigus, an autoimmune blistering disease caused by autoantibodies targeting desmoglein 1, desmoglein 3, and desmosomal cadherins, is characterized by blister formation and can be a long-term condition with the possibility of relapse. This study aimed to evaluate the remission rates and compare them between pemphigus vulgaris (PV) and pemphigus foliaceus (PF) at the Institute of Dermatology. A retrospective analysis was conducted on 426 patients diagnosed and treated at the Institute of Dermatology in Bangkok, Thailand, between January 1, 2016, and December 31, 2022, for PV and PF. Patients were followed up for 1, 2, and 5 years to assess complete remission using Consensus statement criteria. The remission rates for PV and PF were 3.3%, 17.5%, and 48.4% at 1, 2, and 5 years, and 7.9%, 33.1%, and 61.6% at the same intervals, respectively. PF demonstrated significantly higher remission rates compared to PV at all time points (p< .001). The average time to remission was 60 months for PV and 36 months for PF. Prognostic factors associated with complete remission included age, age at onset, control of underlying disease, disease severity, primary site of involvement, and initial mucosal involvement. In conclusion, the remission rates for PV and PF at five years were 48.4% and 61.6%, respectively. PF achieved complete remission more frequently than PV. Good control of underlying disease, absence of initial mucosal involvement, and mild disease severity were associated with better prognosis for both PV and PF.
丘疹性荨麻疹是一种自身免疫性水疱病,由针对去疱疹多糖蛋白 1、去疱疹多糖蛋白 3 和去疱疹多糖蛋白的自身抗体引起,以水疱形成为特征,可长期存在并有复发的可能。本研究旨在评估缓解率,并对皮肤病研究所的寻常型丘疹性荨麻疹(PV)和叶状丘疹性荨麻疹(PF)的缓解率进行比较。该研究对2016年1月1日至2022年12月31日期间在泰国曼谷皮肤病研究所诊断和治疗的426名丘疹性荨麻疹和斑丘疹性荨麻疹患者进行了回顾性分析。对患者进行了 1 年、2 年和 5 年的随访,以采用共识声明标准评估完全缓解情况。1年、2年和5年时,PV和PF的缓解率分别为3.3%、17.5%和48.4%,相同时间间隔内的缓解率分别为7.9%、33.1%和61.6%。在所有时间点,PF 的缓解率均明显高于 PV(P< .001)。PV和PF的平均缓解时间分别为60个月和36个月。与完全缓解相关的预后因素包括年龄、发病年龄、基础疾病的控制情况、疾病严重程度、主要受累部位和初始粘膜受累情况。总之,PV 和 PF 五年后的缓解率分别为 48.4% 和 61.6%。PF比PV更常获得完全缓解。基础疾病控制良好、无初始粘膜受累以及疾病严重程度较轻与前列腺癌和前列腺增生症的较好预后相关。
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引用次数: 0
Photo-sensitive Antibacterial Activity of o-Phenylenediamine Carbon Dots 邻苯二胺碳点的光敏抗菌活性
Q4 Multidisciplinary Pub Date : 2024-05-02 DOI: 10.59796/jcst.v14n2.2024.36
Koranat Dechsri, C. Suwanchawalit, A. Apirakaramwong, Prasopchai Tonglairoum Patrojanasophon, T. Rojanarata, P. Opanasopit, Supusson Pengnam, Thapakorn Charoenying
Carbon dots (CDs) are among the famous nanoparticles that have been widely developed due to high biocompatibility, low toxicity, ease of preparation, excellent photoluminescent properties, and outstanding application in biomedicine. Among the various biomedical activities of CDs, they can be applied as antibacterial agents because of their photodynamic properties. Photodynamic therapy (PDT) has been considered an alternative antibacterial agent because of its non-invasive nature and minimal side effects, especially in terms of improving antibacterial activity against multidrug resistant bacteria when compared with traditional antibiotics. In this research, we developed CDs from o-phenylenediamine (OP). The o-phenylenediamine CDs (OPCDs) were synthesized via a hydrothermal method at 180°C for 3 h. After that, they revealed a spherical shape with a size range of 16.38 ± 2.64 nm. The minimum inhibitory concentration (MIC) and minimum bactericidal concentration (MBC) of OPCDs against Staphylococcus aureus (S. aureus) for both light exposure and without light exposure groups were significantly greater than the OP solution because the OPCDs could generate reactive oxygen species (ROS) via a photodynamic mechanism leading to the bacteria cell death. Therefore, the created OPCDs may have the capability to be utilized for treating skin infections caused mainly by S. aureus. In conclusion, OPCDs could be proposed as nanomaterials that enhance antibacterial activity and provide photodynamic properties.
碳点(CD)是著名的纳米粒子之一,因其具有高生物相容性、低毒性、易于制备、优异的光致发光特性以及在生物医学中的突出应用而被广泛开发。在 CD 的各种生物医学活性中,由于其光动力特性,可用作抗菌剂。光动力疗法(PDT)因其非侵入性和最小的副作用而被认为是一种可替代的抗菌剂,特别是与传统抗生素相比,它能提高对多重耐药菌的抗菌活性。在这项研究中,我们从邻苯二胺(OP)中开发出了 CD。邻苯二胺 CDs(OPCDs)是通过水热法在 180°C 下合成的,合成时间为 3 小时,合成后呈球形,尺寸范围为 16.38 ± 2.64 nm。OPCDs 对金黄色葡萄球菌(S. aureus)的最低抑菌浓度(MIC)和最低杀菌浓度(MBC)在光照组和无光照组均显著高于 OP 溶液,这是因为 OPCDs 可通过光动力机制产生活性氧(ROS),导致细菌细胞死亡。因此,产生的 OPCDs 可用于治疗主要由金黄色葡萄球菌引起的皮肤感染。总之,OPCDs 可作为一种纳米材料,增强抗菌活性并提供光动力特性。
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引用次数: 0
Comparative Study on Automated Reference Summary Generation using BERT Models and ROUGE Score Assessment 使用 BERT 模型和 ROUGE 分数评估自动生成参考文献摘要的比较研究
Q4 Multidisciplinary Pub Date : 2024-05-02 DOI: 10.59796/jcst.v14n2.2024.26
Nattapong Sanchan
Automatic text summarization is a sub-area in text mining in which a computer system determines the most informative information in the original text to produce a summary for certain jobs and users. In the development of the systems, one of the most important tasks is to evaluate the quality of summaries produced by the systems. Generally, the evaluation task becomes laborious, time-consuming, and expensive because it requires significant efforts on annotation tasks for humans to manually create reference summaries. Being able to generate automatic reference summaries would promote the development of summarization systems in term of speed and evaluation. In this paper, we proposed an Auto-Ref Summary Generation framework for automatically generating reference summaries used in the generic text summarization evaluation task, the Sliced Summary. Given a set of clusters from a cluster ground-truth label dataset, variants of BERT models were utilized for creating cluster representations. The automatic reference summaries were later generated through a centroid-based summarization approach. Overall, DistilBERT, ROBERTa, and SBERT have played crucial roles in automatic summary generation, achieving the highest ROUGE-1 score of 0.47060. However, this does not meet our expectation on text coherence and readability aspects. Although the summaries generated through our proposed framework could not be used as the replacement of the manual summaries, this study has shed new light on the acquisition of automatic reference summaries from a ground-truth label dataset.
自动文本摘要是文本挖掘中的一个子领域,计算机系统会确定原始文本中信息量最大的内容,为特定工作和用户生成摘要。在系统开发过程中,最重要的任务之一就是评估系统所生成摘要的质量。一般来说,评估任务会变得费力、费时、费钱,因为这需要人工手动创建参考文献摘要的大量注释工作。能够自动生成参考文献摘要将在速度和评估方面促进摘要系统的发展。在本文中,我们提出了一个自动参考摘要生成框架,用于自动生成通用文本摘要评估任务--切片摘要--中使用的参考摘要。给定一组来自集群地面实况标签数据集的集群,利用 BERT 模型的变体来创建集群表示。随后,通过基于中心点的摘要方法生成自动参考摘要。总体而言,DistilBERT、ROBERTa 和 SBERT 在自动摘要生成中发挥了关键作用,获得了最高的 ROUGE-1 分数 0.47060。然而,这在文本连贯性和可读性方面并没有达到我们的预期。虽然通过我们提出的框架生成的摘要不能替代人工摘要,但本研究为从地面实况标签数据集获取自动参考摘要提供了新的思路。
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引用次数: 0
Comparative Effectiveness of 20% Azelaic Acid with 1064-nm Nd:YAG Picosecond Laser vs Azelaic Acid Alone for Melasma Treatment in Thai Female Patients: A Split-Face Study 泰国女性患者使用 20% 杜鹃花酸和 1064-nm Nd:YAG 皮秒激光治疗黄褐斑与单用杜鹃花酸治疗黄褐斑的疗效比较:分脸研究
Q4 Multidisciplinary Pub Date : 2024-05-02 DOI: 10.59796/jcst.v14n2.2024.41
Natthika Klaisung, Praneet Sajjachareonpong, Sirintip Thongkaow, Pattanan Dornphai, Tanongkiet Tienthavorn
Melasma is one of the most concerning pigmented skin conditions, especially in females. It can be influenced by sunlight, occupation, gender, and drug use, which can aggravate the disease. This split-face clinical trial assesses the effectiveness of picosecond laser in melasma treatment combined with topical azelaic acid compared with azelaic alone. The primary outcome of this study is the Hemi-MASI score, while the secondary outcome is demographic data, physicians' global assessment, patient satisfaction score, and adverse events. The study recruited twenty Thai females aged between 18 and 65 diagnosed with bilateral symmetrical malar-type melasma. The patients were treated with low fluence 1064-nm Nd:YAG picosecond laser three sessions every two weeks combined with topical azelaic acid twice daily on the right side of the face, whereas the left side was treated with topical azelaic acid twice daily alone for 16 weeks. The mean Hemi-MASI decrease is 3.52%, 9.38%, and 19.94% on the combination side, while there are 1.93%, 7.89%, and 16.73% at the 8th, 12th, and 16th, respectively in the topical azelaic alone side. There were no severe side effects from both picosecond laser and azelaic acid, and they can be relieved without treatment. Thus, the overall clinical result demonstrates the improvement as the patient satisfaction score is satisfied. Still, the mean Hemi-MASI score between the two sides is not statistically significantly different (p>0.05). In conclusion, combining the picosecond laser with azelaic acid alone in melasma treatment results in a better overall general outcome than the azelaic alone.
黄褐斑是最令人担忧的色素性皮肤病之一,尤其是女性。日光、职业、性别和药物使用都会对黄褐斑产生影响,从而加重病情。这项分面临床试验评估了皮秒激光与局部壬二酸治疗黄褐斑的效果,并与单独使用壬二酸进行比较。本研究的主要结果是 Hemi-MASI 评分,次要结果是人口统计学数据、医生总体评估、患者满意度评分和不良事件。研究招募了 20 名泰国女性,年龄在 18 岁至 65 岁之间,被诊断为双侧对称性颧颊型黄褐斑。患者右侧面部接受每两周三次的低通量 1064 纳米 Nd:YAG 皮秒激光治疗,同时每天两次外用壬二酸,而左侧面部则每天两次外用壬二酸,连续治疗 16 周。在第 8 次、第 12 次和第 16 次治疗中,联合治疗一侧的 Hemi-MASI 平均下降率分别为 3.52%、9.38% 和 19.94%,而单独外用壬二酸一侧的 Hemi-MASI 平均下降率分别为 1.93%、7.89% 和 16.73%。皮秒激光和壬二酸均无严重副作用,且无需治疗即可缓解。因此,总体临床结果显示,患者满意度得分得到了提高。不过,双方的 Hemi-MASI 平均得分在统计学上没有显著差异(P>0.05)。总之,在治疗黄褐斑时,将皮秒激光与单独使用壬二酸结合使用,总体效果优于单独使用壬二酸。
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