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Observation and Simulation of Mosquito Breeding Site Water Temperature for Malaria Transmission at Kaita Local Governmet Township of Katsina State, Nigeria 尼日利亚卡齐纳州凯塔地方政府乡蚊虫孳生地水温对疟疾传播的观察与模拟
Pub Date : 2023-03-30 DOI: 10.56919/usci.2123.015
A. Ahmed, I. Bagudo
Studies showed that transmission of malaria is influenced by environmental factors such as temperature. This work is aimed at finding the impact of mosquito's breeding site water temperature on mosquito's larva development time. An artificial mosquito's breeding habitat was created. The water temperature of the habitat was measured at an hourly interval, then it is averaged into daily time scale. Weather variables of the experimental site were inpu into the the energy balance model to simulate the breeding habit water temperature. The mosquito's larva development time was then predicted by inputting both the observed water and simulated water temperature into the vector borne disease community model (VECTRI) .The daily maximum, and minimum observed water temperatures were 27.9°C, 32.6°C and 21.7°C, respectively. The daily mean, maximum, and minimum simulated water temperatures were 29.8°C, 35.6°C, and 23.5°C respectively. These temperatures are within the temperature range that supports mosquito’s larva development. Mosquito's larva development was predicted using the VECTRI model. According to this study larva development reached completion in 7.1 days using the observed water temperature, 6.03 days using the simulated water temperature and 8.01days using the observed air temperature. This energy balance model is an improved water temperature scheme over the assumption that air temperature is equal to air temperature. This work shows the importance of water temperature and the value of degree day required for emergence of an adult mosquito in the simulation of aquatic stage development. Both the observed water and simulated water temperatures are higher than the on observed air temperature, thus air temperature cannot be used as the water temperature in the simulation of the mosquito’s larva development time. The finding of the work can be  used as source toward mosquito's larval control through water temperature. It is however clear from the finding that could be as result of temperature due to shorter time predicted for mosquito's larval development.
研究表明,疟疾的传播受到温度等环境因素的影响。本研究旨在了解蚊子孳生地水温对蚊子幼虫发育时间的影响。建立了一个人工的蚊子繁殖栖息地。以每小时为间隔测量栖息地水温,然后将其平均为日时间尺度。将试验场天气变量输入能量平衡模型,模拟养殖习性水温。将观测水体和模拟水体温度分别输入媒介传播疾病群落模型(VECTRI),预测蚊幼虫的日最高、最低观测水温分别为27.9℃、32.6℃和21.7℃。日平均、最高和最低模拟水温分别为29.8°C、35.6°C和23.5°C。这些温度在支持蚊子幼虫发育的温度范围内。利用VECTRI模型预测蚊虫幼虫发育。实验结果表明,在观察水温条件下,幼虫发育完成时间为7.1 d,模拟水温条件下为6.03 d,空气温度条件下为8.01d。该能量平衡模型是在假设空气温度等于空气温度的基础上改进的水温方案。这一工作显示了水温和成蚊在水生阶段发育模拟中出现所需的度日值的重要性。观测水温和模拟水温均高于现场观测气温,因此不能将气温作为模拟蚊子幼虫发育时间的水温。本研究结果可作为通过水温控制蚊虫幼虫的依据。然而,从这一发现可以清楚地看出,这可能是由于温度的影响,因为蚊子幼虫的发育时间较短。
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引用次数: 0
Retrospective Study on Condemned Carcass and Organ at Katsina Central Abattoir for a Period of 2013 to 2019 2013 - 2019年卡齐纳中央屠宰场报废胴体和器官回顾性研究
Pub Date : 2023-03-30 DOI: 10.56919/usci.2123.008
Muhammed, Bashir Adamu, Salisu Usman Shehu, Idris Muhammad, Auwalu Yakubu, Umar Muhammad Garasin, Mamuda Aliyu Mamuda, Mohammed Adamu Garga, Bakomi Obile Wahala, Garba, Ibrahim Ladan
This study is being undertaken to investigate the historical data on condemned carcasses at the central abattoir in Katsina metropolis from 2013 to 2019. Throughout the course of the investigation, 1,518 animals were butchered in total. The primary objective is to investigate how frequently and frequently these organ and carcass condemnation reasons occur. To determine the frequency of carcass and organ condemnation in slaughtered cattle, sheep, goats, and camels, a seven-year retrospective data set from January 2013 to December 2019 was examined. The findings revealed that uterus, lungs, and liver had the largest prevalence of animal parts condemnation over the course of the study at 132 (74.5%), 34 (27.6%), and 36 (17.2%), respectively. Pregnancy (72.6%), pneumonia (12.7%), and fasciolosis (15.6%) were the major causes of the various organs condemned. There is statistically significant (p>0.05) relationship between the number of animals slaughtered, number of animal condemned par ts, and the causes of organ and carcass condemnation across the period studied. To minimize negative effects on public health and financial losses, strategies must be implemented to reduce the rate of animal parts condemnation.
正在进行这项研究,以调查2013年至2019年卡齐纳大都市中央屠宰场的被定罪尸体的历史数据。在整个调查过程中,共有1,518只动物被屠宰。主要目的是调查这些器官和胴体谴责原因发生的频率和频率。为了确定屠宰牛、绵羊、山羊和骆驼的胴体和器官腐烂频率,研究人员对2013年1月至2019年12月的7年回顾性数据集进行了研究。研究结果显示,在整个研究过程中,子宫、肺和肝脏的动物器官谴责率最高,分别为132(74.5%)、34(27.6%)和36(17.2%)。妊娠(72.6%)、肺炎(12.7%)、筋膜虫病(15.6%)是各脏器病变的主要原因。在研究期间,屠宰动物数、动物谴责部分数与器官和胴体谴责原因之间的关系均有统计学意义(p>0.05)。为了尽量减少对公共卫生和财政损失的负面影响,必须实施战略,以减少动物器官的定罪率。
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引用次数: 0
Comparative analysis of resampling algorithms in the prediction of stroke diseases 重采样算法在脑卒中疾病预测中的比较分析
Pub Date : 2023-03-30 DOI: 10.56919/usci.2123.011
Dauda Sani Abdullahi, Dr. Muhammad Sirajo Aliyu, Usman Musa Abdullahi
Stroke disease is a serious cause of death globally. Early predictions of the disease will save a lot of lives but most of the clinical datasets are imbalanced in nature including the stroke dataset, making the predictive algorithms biased towards the majority class. The objective of this research is to compare different data resampling algorithms on the stroke dataset to improve the prediction performances of the machine learning models. This paper considered five (5) resampling algorithms namely; Random over Sampling (ROS), Synthetic Minority oversampling Technique (SMOTE), Adaptive Synthetic (ADASYN), hybrid techniques like SMOTE with Edited Nearest Neighbor (SMOTE-ENN), and SMOTE with Tomek Links (SMOTE-TOMEK) and trained on six (6) machine learning classifiers namely; Logistic Regression (LR), Decision Tree (DT), K-nearest Neighbor (KNN), Support Vector Machines (SVM), Random Forest (RF), and XGBoost (XGB). The hybrid technique SMOTE-ENN influences the machine learning classifiers the best followed by the SMOTE technique while the combination of SMOTE and XGB perform better with an accuracy of 97.99% and G-mean score of 0.99, and auc_roc score of 0.99. Resampling algorithms balance the dataset and enhanced the predictive power of machine learning algorithms. Therefore, we recommend resampling stroke dataset in predicting stroke disease than modeling on the imbalanced dataset.
中风在全球是一个严重的死亡原因。对疾病的早期预测将挽救许多生命,但大多数临床数据集在本质上是不平衡的,包括中风数据集,这使得预测算法偏向于大多数类别。本研究的目的是比较不同的笔画数据重采样算法,以提高机器学习模型的预测性能。本文考虑了五种重采样算法,即;随机过采样(ROS),合成少数过采样技术(SMOTE),自适应合成(ADASYN),混合技术,如SMOTE与编辑近邻(SMOTE- enn)和SMOTE与Tomek链接(SMOTE- Tomek),并在六(6)个机器学习分类器上进行训练,即;逻辑回归(LR)、决策树(DT)、k近邻(KNN)、支持向量机(SVM)、随机森林(RF)和XGBoost (XGB)。混合技术SMOTE- enn对机器学习分类器的影响最好,其次是SMOTE技术,SMOTE和XGB结合使用效果更好,准确率为97.99%,G-mean得分为0.99,auc_roc得分为0.99。重采样算法平衡了数据集,增强了机器学习算法的预测能力。因此,我们建议在预测中风疾病时对中风数据进行重新采样,而不是在不平衡的数据集上建模。
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引用次数: 0
Microbes Associated with Bioremediation of Microplastic Waste in Nigerian Freshwater Bodies: A Review 尼日利亚淡水水体微塑料废物生物修复相关微生物研究进展
Pub Date : 2023-03-30 DOI: 10.56919/usci.2123.017
AMINU YUSUF FARDAMI, Ibrahim Muhammad Magami, Aminu Abdullahi Yarima, Muntasir Sabitu
Microplastic pollution in freshwater bodies is a serious environmental issue affecting agriculture, human consumption, and ecological well-being. Microbial bioremediation is a promising method for removing microplastic waste. Bacterial and fungal species have shown efficiency in breaking down microplastic either aerobically or anaerobically. The alphaproteobacteria class, particularly the Rhodobacteraceae family, and the gammaproteobacteria family were home to the majority of bacteria that could break down microplastic. Several researchers investigated the Rhodococcus genus and the genera Pseudomonas sp. with noteworthy outcomes. Fungal phyla of Ascomycota (Dothideomycetes, Eurotiomycetes, Leotiomycetes, Saccharomycetes, and Sordariomycetes), Basidiomycota (Agaricomycetes, Microbotryomycetes, Tremellomycetes, Tritirachiomycetes, and Ustilaginomycetes), and Mucoromycota (Mucoromycetes) were found efficient in the degradation of microplastic in both land and fresh water bodies. It is important to take action to lessen the amount of plastic garbage that enters freshwater bodies, as well as to improve waste management procedures and encourage sustainable plastic usage patterns in Nigeria.
淡水水体中的微塑料污染是影响农业、人类消费和生态健康的严重环境问题。微生物修复是一种很有前途的塑料微垃圾处理方法。细菌和真菌物种已经显示出在有氧或厌氧分解微塑料方面的效率。阿尔法变形菌纲,特别是红杆菌科,和伽马变形菌纲是大多数可以分解微塑料的细菌的家园。一些研究人员调查了红球菌属和假单胞菌属,并取得了值得注意的结果。研究发现,子囊菌门(Dothideomycetes、Eurotiomycetes、Leotiomycetes、Saccharomycetes和Sordariomycetes)、担子菌门(Agaricomycetes、Microbotryomycetes、Tremellomycetes、Tritirachiomycetes和Ustilaginomycetes)和Mucoromycota (Mucoromycetes)真菌门在陆地和淡水水体中都能有效降解微塑料。重要的是采取行动减少进入淡水水体的塑料垃圾数量,改善废物管理程序,并鼓励尼日利亚的可持续塑料使用模式。
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引用次数: 0
Evaluation of Cyto-Genotoxicity of Pharmaceutical Industrial Effluent in Kano Metropolis, Kano State, Nigeria, Using Allium Cepa L. Assay 尼日利亚卡诺州卡诺市制药工业废水的细胞遗传毒性评价,使用葱属植物测定法
Pub Date : 2023-03-30 DOI: 10.56919/usci.2123.013
None Jibril Sani Mohammed, None Yahaya Mustapha, None Usman Abubakar, None Eghobor Sunday, None Bashir Mohammed Mayaki, None Yahya Sadiq Abdulrahman, None Mohammed Isa Auyo, None Aisha Wada Abubakar
ABSTRACT An Allium cepa root cells assay was used to assess cytotoxic and genotoxic impacts on Pharmaceutical industrial effluent in Kano Metropolis. An industrial effluent's physicochemical characteristics and heavy metal composition were assessed, and the readings were found to be higher than the required levels, demonstrating that it had not been treated before disposal. A set of 45 onion bulbs were grown for 96 hours in pharmaceutical effluent that included 2.5, 5.0, 7.5, and 10.0% (v/v), with distilled water serving as the control. All three root tips from each replication's treated bulbs were plucked at 96 hours and prepared for cytogenetic analysis using the aceto-carmine squashed procedure. At higher doses of industrial effluents, the root tips were highly cytotoxic, and their growth was strongly retarded. Exposure to the effluents inhibited root growth with an EC50 value of 6.3%. An analysis of variance (ANOVA) revealed a significant difference (P 0.05) in the average root growth of Allium cepa subjected to various pharmaceutical effluent concentrations. Mitosis Index (MI) rapidly reduced when effluent concentrations rose compared to control, whereas mitotic inhibition rose with rising effluent concentrations compared to controls. The pharmaceutical effluent triggered chromosomal abnormalities in Allium cepa root tip cells, particularly sticky chromosomes, Binucleated cells, and Bridge chromosomes being most commonly seen at lower doses of 2.5%. It was discovered that the compounds present in effluent might harm living things and, if left untreated, could poison the environment. Industrialists need to be legally required to switch their operations to environmentally friendly technology after it was determined that industrial effluents pose an environmental danger and can result in a number of human illnesses.
摘要# x0D;采用葱根细胞测定法评估了卡诺市制药工业废水的细胞毒性和遗传毒性影响。对某工业废水的理化特性和重金属成分进行了评估,发现读数高于规定水平,表明该废水在排放前未经处理。以蒸馏水为对照,在浓度为2.5、5.0、7.5和10.0% (v/v)的制药废水中培养45个洋葱,培养96小时。96小时后,从每个处理过的鳞茎上摘取三个根尖,用乙酰-胭脂红压扁法进行细胞遗传学分析。在较高剂量的工业废水中,根尖具有高度的细胞毒性,其生长受到严重阻碍。暴露于废水中抑制根系生长,EC50值为6.3%。方差分析(ANOVA)显示,不同浓度的制药废水对葱根的平均生长有显著性差异(p0.05)。与对照组相比,有丝分裂指数(MI)随着流出物浓度的升高而迅速降低,而有丝分裂抑制作用随着流出物浓度的升高而升高。药物流出物引起葱根尖细胞的染色体异常,特别是粘染色体、双核细胞和桥染色体在较低剂量2.5%时最常见。人们发现,污水中存在的化合物可能会伤害生物,如果不加以处理,可能会毒害环境。在确定工业废水对环境构成危险并可能导致一些人类疾病之后,需要在法律上要求实业家将其业务转向环保技术。
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引用次数: 1
Infrared Light Absorption Enhancement in Crystalline Silicon Wafer Textured With H2SO4 Solution 用H2SO4溶液织构硅片增强红外光吸收
Pub Date : 2023-03-30 DOI: 10.56919/usci.2123.014
Abdurrahman Muhammed, Nura Liman Chiromawa, Ibrahim Muhammad Bagudo, Abdurrahman Ibrahim Khalil
In recent years, the formation of microstructures on silicon wafer has gained popularity as a concept for increasing photon trapping and light absorption for optoelectronics applications. This study used three methods to improve infrared light absorption in silicon samples - sample preparation, Radio Corporation of America (RCA) cleaning, and chemical wet etching. The solutions used for Radio Corporation of America (RCA) clean were water (H2O), Ammonium hydroxide (NH4OH), hydrogen perioxide (H2O2), Hydrofluoric acid (H.F.). Three silicon wafers with a 1cm2 orientation were cut and cleaned using RCA, and then surface-textured using a wet chemical procedure by etching into different chemical solutions of Sulfuric acid (H2SO4) of the same concentration. The wafers were removed at different etching time intervals (5, 10, 15 minutes) and analysed using an infrared spectrometer with Fourier transformation (FTIR) to study the absorptions of light. A mean absorbance of 0.9801 a.u, 0.9845 a.u and 0.977 a.u for 5, 10 and 15 minutes of texturization was obtained. The results showed a wafer that was etched by H2SO4 solution for 10 minute as the most enhanced silicon wafer for I.R light absorption. Hence, it is recommended to texture a silicon wafer for a period of 10 minutes in H2SO4 solution for better absorption.
近年来,在硅片上形成微结构作为一个增加光子捕获和光吸收的概念在光电子应用中得到了广泛的应用。本研究采用三种方法来提高硅样品的红外光吸收——样品制备、美国无线电公司(RCA)清洗和化学湿法蚀刻。美国无线电公司(Radio Corporation of America, RCA)使用的清洁溶液有水(H2O)、氢氧化铵(NH4OH)、过氧化氢(H2O2)、氢氟酸(H.F.)。采用RCA法对3片1cm2取向的硅片进行切割和清洗,然后在相同浓度的硫酸(H2SO4)的不同化学溶液中蚀刻,采用湿化学工艺对硅片进行表面纹理处理。在不同的蚀刻时间间隔(5,10,15分钟)去除晶圆,并使用傅里叶变换红外光谱仪(FTIR)分析光的吸收。织构作用5、10和15分钟的平均吸光度分别为0.9801、0.9845和0.977 a.u。结果表明,在H2SO4溶液中蚀刻10分钟后,硅片对ir光的吸收增强最大。因此,建议将硅片在H2SO4溶液中织制10分钟,以获得更好的吸收。
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引用次数: 0
Qualitative and Quantitative Phytochemical Analysis of Aloe barbadensis Miller Leaf Extracts 巴氏芦荟叶提取物的定性和定量植物化学分析
Pub Date : 2023-03-06 DOI: 10.56919/usci.2123.004
Yusuf Ahmed Nalado, Abduljabbar Tijjani
The medicinal, folkloric, and other uses of aloe vera cannot be over-emphasized. In this study, we qualitatively and quantitatively analysed the phytochemical composition of Aloe vera. Fresh leaves of Aloe vera were extracted by percolation method using three different solvents: ethanol, diethyl ether, and distilled water. The extracts were analysed for important phytoconstituents using conventional qualitative and quantitative methods. The results showed that alkaloids, flavonoids, glycosides, cardiac glycosides, saponins, saponin glycosides, and tannins were present, while steroids, balsam, anthraquinones, and volatile oil were not detected. The quantitative analysis indicated a high concentration of alkaloids (31.067 g/100 g), tannins (25.66 g/100 g), and saponins (10.67 g/100g) while glycosides (0.060 g/100 g) had the least concentration. The result indicates the potential health and cosmetic benefits of Aloe vera as well as its potential benefits in the food industries
芦荟的药用、民俗和其他用途怎么强调也不为过。本研究对芦荟的植物化学成分进行了定性和定量分析。采用乙醇、乙醚和蒸馏水三种不同的溶剂,采用渗滤法提取新鲜芦荟叶。采用常规的定性和定量方法分析提取物中重要的植物成分。结果表明,药材中主要含有生物碱、黄酮类、糖苷、心苷、皂苷、皂苷苷和单宁,未检出甾体、香脂、蒽醌类和挥发油。定量分析表明,其生物碱含量最高(31.067 g/100g),单宁含量最高(25.66 g/100g),皂苷含量最高(10.67 g/100g),苷含量最低(0.060 g/100g)。结果表明芦荟具有潜在的保健和美容功效,以及在食品工业中的潜在效益
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引用次数: 0
Gastro-protective Effect of Carica Papaya leaf extracts On induced Gastric ulcer in Rats 番木瓜叶提取物对大鼠胃溃疡的保护作用
Pub Date : 2023-03-06 DOI: 10.56919/usci.2123.003
M. Aliyu, Said, Sani Said, Abdullahi Muhammad Abdu
Carica papaya leaves are commonly used traditionally to treat many diseases, including peptic ulcers; however, these pharmacological claims and safety issues of the leaves have not been adequately resolved. The present study aims to evaluate the possible gastro-protective potential of Carica papaya aqueous and methanol leaf extracts on ethanol-induced ulcers.  Aqueous and Methanol extracts of C. papaya were prepared by percolation method and screened for phytochemicals using conventional method and Gas Chromatography-Mass spectrometric methods. The gastro-protective effects of the extracts were determined using thirty (30) rats weighing 180 and 250 g were randomly divided into five groups. Group 1 served as the normal control (distilled water), groups 2 served as the (negative control), group 3 received 25mg/kg Omeprazole (standard drug) group 4 and 5 received 300 mg/kg and 600 mg/kg of aqueous and methanol extracts of Carica papaya. Two weeks after the oral administration, gastric ulcer was induced in all rats with 95% ethanol (2 mL). The aqueous and methanol leaf extract of C. papaya showed a significant (p<0.05) dose-dependent protection against peptic ulcer. The effects produced by the methanol leaf extract of C. papaya were comparable to those of the standard drugs (Omeprazole). Phytochemical analysis of the aqueous and methanol leaves extracts of C. papaya revealed the presence of flavonoids, tannins, alkaloids, terpenoids, cardiac glycosides, reducing sugar and saponins, some of which have been reported to elicit cytoprotective effect. Gas chromatographic analysis showed the presence of cytoprotective agents.  These findings show that aqueous and methanol extracts of the leaves of C. papaya possess potent antiulcer properties; hence justifies the traditional usage of this plant for ulcer treatment.
传统上,番木瓜叶通常用于治疗许多疾病,包括消化性溃疡;然而,这些药理主张和安全问题的叶子还没有得到充分解决。本研究旨在评价番木瓜水提液和甲醇叶提取物对乙醇性溃疡的胃保护作用。采用渗透法制备木瓜水提液和甲醇提液,采用常规方法和气相色谱-质谱联用技术对木瓜的植物化学成分进行筛选。取体重180、250 g的大鼠30只,随机分为5组,测定其胃保护作用。1组为正常对照(蒸馏水),2组为阴性对照(阴性对照),3组给予奥美拉唑25mg/kg(标准药物),4、5组给予番木瓜水提物300 mg/kg、甲醇提物600 mg/kg。口服2周后,95%乙醇(2 mL)诱导大鼠胃溃疡。木瓜叶水提物和甲醇提物对消化性溃疡的保护作用呈剂量依赖性(p<0.05)。木瓜叶甲醇提取物的药效与标准药物(奥美拉唑)相当。木瓜叶水提物和甲醇提物的植物化学分析发现,木瓜叶中含有黄酮类、单宁类、生物碱类、萜类、心糖苷类、还原糖类和皂苷类物质,其中一些物质具有细胞保护作用。气相色谱分析显示含有细胞保护剂。这些发现表明木瓜叶的水提物和甲醇提物具有有效的抗溃疡作用;因此证明了这种植物用于治疗溃疡的传统用法。
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引用次数: 0
Determination of Heavy Metals Recovered from Artificially Ripe Banana with Calcium Carbide 电石法测定人工熟香蕉中重金属含量
Pub Date : 2023-02-14 DOI: 10.56919/usci.2123_002
Aliyu, Bashir, Sanusi, Junaidu, Garba Idris Yar’gamji
Calcium carbide is frequently used by vendors to hasten the ripening of banana fruits, and this practice has a long history. Calcium carbide is connected to the negative consequences of heavy metals. Measurements of heavy metal concentrations on artificially ripe bananas using calcium carbide in Katsina state and throughout Nigeria are essential to assist the competent authorities in regulating the use of chemical ripening agents for food safety and consumption. This study aims to assess the levels of heavy metals in banana fruits that have been artificially made to ripen. A sample was collected from Mairuwa Fadama of Katsina state's Funtua local government Area. The Banana pulp and peel were analyzed for heavy metals (arsenic, calcium, lead and cadmium) content using standard methods. Results showed that heavy metal concentrations in the banana peel are higher than in the banana pulp. The findings detail the heavy metals content of the banana peel and pulp eaten in Katsina State. The findings also showed that banana peels contain more heavy metals than pulp.
电石经常被商贩用来加速香蕉果实的成熟,这种做法有着悠久的历史。电石与重金属的负面影响有关。在卡齐纳州和尼日利亚各地,使用电石测量人工成熟香蕉上的重金属浓度,对于协助主管当局为食品安全和消费规范化学催熟剂的使用至关重要。这项研究旨在评估人工催熟香蕉果实中的重金属含量。从卡齐纳州富图阿地方政府区的Mairuwa Fadama采集了样本。采用标准方法对香蕉果肉和果皮进行重金属(砷、钙、铅和镉)含量分析。结果表明,香蕉皮中重金属含量高于香蕉果肉。研究结果详细说明了卡齐纳州食用的香蕉皮和果肉中的重金属含量。研究结果还表明,香蕉皮比果肉含有更多的重金属。
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引用次数: 0
Machine Learning for Predicting Students’ Employability 预测学生就业能力的机器学习
Pub Date : 2023-02-13 DOI: 10.56919/usci.2123_001
Muhammad Hadiza Baffa, Muhammad Abubakar Miyim, Abdullahi Sani Dauda
Graduates' employability becomes one of the performance indicators for higher educational institutions (HEIs) because the number of graduates produced every year from higher educational institutions continues to grow and as competition to secure good jobs increases, it is significant for HEIs to understand the employability of graduates upon graduation and highlight the reasons. To predict students' employability before graduation, machine learning models were employed. These include logistic regression; decision tree, random forest, and an unsupervised clustering (K-Means) algorithm. This research, therefore, aims to predict the full-time employability of undergraduate students based on academic and experience employability attributes – including cumulative grade point average (CGPA), student industrial work experience scheme (SIWES), co-curricular activities, gender, and union groupings before graduation. Primary datasets of 218 graduate students in the last four academic calendar years (2016 – 2021) from the Computer Science Department of Federal University Dutse were rated. The results demonstrate that Random Forest Classifier predict students employability the best with an accuracy of 98% and f1-score of 0.99 compare to logistic regression and decision tree. Furthermore, using more students’ data with more attributes including academics and extracurricular activities can improve the models performance and predict students’ employability.  
毕业生的就业能力成为高等教育机构的绩效指标之一,因为每年从高等教育机构产生的毕业生人数持续增长,并且随着获得好工作的竞争加剧,对高等教育机构来说,了解毕业生毕业后的就业能力并突出原因是非常重要的。为了预测学生毕业前的就业能力,使用了机器学习模型。这些方法包括逻辑回归;决策树,随机森林和无监督聚类(K-Means)算法。因此,本研究旨在预测本科学生的全职就业能力,基于学术和经验就业能力属性-包括累积平均成绩(CGPA),学生工业工作经验计划(SIWES),课外活动,性别和毕业前的工会分组。对俄罗斯联邦大学计算机科学系近四个学年(2016 - 2021)的218名研究生的主要数据集进行了评级。结果表明,与逻辑回归和决策树相比,随机森林分类器预测学生就业能力的准确率为98%,f1得分为0.99。此外,使用更多的学生数据,包含更多的学术和课外活动属性,可以提高模型的性能,并预测学生的就业能力。
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引用次数: 0
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