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Automatic detection of small bowel lesions with different bleeding risks based on deep learning models
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作者 Rui-Ya Zhang Peng-Peng Qiang +5 位作者 Ling-Jun Cai Tao Li Yan Qin Yu Zhang Yi-Qing Zhao Jun-Ping Wang 《World Journal of Gastroenterology》 SCIE CAS 2024年第2期170-183,共14页
BACKGROUND Deep learning provides an efficient automatic image recognition method for small bowel(SB)capsule endoscopy(CE)that can assist physicians in diagnosis.However,the existing deep learning models present some ... BACKGROUND Deep learning provides an efficient automatic image recognition method for small bowel(SB)capsule endoscopy(CE)that can assist physicians in diagnosis.However,the existing deep learning models present some unresolved challenges.AIM To propose a novel and effective classification and detection model to automatically identify various SB lesions and their bleeding risks,and label the lesions accurately so as to enhance the diagnostic efficiency of physicians and the ability to identify high-risk bleeding groups.METHODS The proposed model represents a two-stage method that combined image classification with object detection.First,we utilized the improved ResNet-50 classification model to classify endoscopic images into SB lesion images,normal SB mucosa images,and invalid images.Then,the improved YOLO-V5 detection model was utilized to detect the type of lesion and its risk of bleeding,and the location of the lesion was marked.We constructed training and testing sets and compared model-assisted reading with physician reading.RESULTS The accuracy of the model constructed in this study reached 98.96%,which was higher than the accuracy of other systems using only a single module.The sensitivity,specificity,and accuracy of the model-assisted reading detection of all images were 99.17%,99.92%,and 99.86%,which were significantly higher than those of the endoscopists’diagnoses.The image processing time of the model was 48 ms/image,and the image processing time of the physicians was 0.40±0.24 s/image(P<0.001).CONCLUSION The deep learning model of image classification combined with object detection exhibits a satisfactory diagnostic effect on a variety of SB lesions and their bleeding risks in CE images,which enhances the diagnostic efficiency of physicians and improves the ability of physicians to identify high-risk bleeding groups. 展开更多
关键词 Artificial intelligence Deep learning Capsule endoscopy Image classification Object detection Bleeding risk
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Probe into Post Practice of Normal School Students in Local Universities
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作者 Shuping Li Zhao Jie Zheng Yushu 《教育研究前沿(中英文版)》 2019年第3期169-173,共5页
As an important measure of educational reform,post practice can not only improve the practical skills of normal university students in education and teaching,but also relieve the pressure of teachers.Based on this,the... As an important measure of educational reform,post practice can not only improve the practical skills of normal university students in education and teaching,but also relieve the pressure of teachers.Based on this,the Questionnaire for Internship Students and the way of stratified sampling with random sampling were used to conduct a questionnaire survey for Internship Students in Sichuan Normal University in this study;and the problems existing in normal students'post practice were analyzed,then some suggestions were proposed to enhance the practicability and effectiveness of the post practice of normal students in Colleges and universities. 展开更多
关键词 Normal School Students Education Reform Post Practice Teacher Resources
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A Study of Innovative Education Practice Model to Strengthen the Training of Educational and Teaching Ability for Normal-school Students
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作者 Taotang Liu Shuping Li Guan Tianyu 《教育研究前沿(中英文版)》 2019年第3期164-168,共5页
Educational practice is far from being paid enough attention to in normal colleges and universities in China, and it has become aweak link in normal education. This problem is mainly manifested in the following aspect... Educational practice is far from being paid enough attention to in normal colleges and universities in China, and it has become aweak link in normal education. This problem is mainly manifested in the following aspects: the concept and content of educationalpractice lag behind the educational reform;the time of educational practice is too short;and the practice base is lacking. Therefore,innovative education practice mode is extremely important. In this paper, the problems existing in the educational practice ofnormal universities in China were analyzed, and the main countermeasures for the reform of the educational practice model ofnormal universities were put forward. 展开更多
关键词 Normal Education Educational Practice Teaching Ability
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Effects of Spin Transition and Cation Substitution on the Optical Properties and Iron Partitioning in Carbonate Minerals
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作者 HU Jun XU Liangxu +1 位作者 LIU Jin YUE Donghui 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2023年第1期350-357,共8页
The high-pressure behavior of deep carbonate dictates the state and dynamics of oxidized carbon in the Earth's mantle,playing a vital role in the global carbon cycle and potentially influencing long-term climate c... The high-pressure behavior of deep carbonate dictates the state and dynamics of oxidized carbon in the Earth's mantle,playing a vital role in the global carbon cycle and potentially influencing long-term climate change.Optical absorption and Raman spectroscopic measurements were carried out on two natural carbonate samples in diamond-anvil cells up to 60 GPa.Mg-substitution in high-spin siderite FeCO_(3)increases the crystal field absorption band position by approximately 1000 cm^(-1),but such an effect is marginal at>40 GPa when entering the low-spin state.The crystal field absorption band of dolomite cannot be recognized upon compression to 45.8 GPa at room temperature but,in contrast,the high-pressure polymorph of dolomite exhibits a strong absorption band at frequencies higher than(Mg,Fe)CO_(3)in the lowspin state by 2000–2500 cm^(-1).Additionally,these carbonate minerals show more complicated features for the absorption edge,decreasing with pressure and undergoing a dramatic change through the spin crossover.The optical and vibrational properties of carbonate minerals are highly correlated with iron content and spin transition,indicating that iron is preferentially partitioned into low-spin carbonates.These results shed new light on how carbonate minerals evolve in the mantle,which is crucial to decode the deep carbon cycle. 展开更多
关键词 carbonate petrology/mineralogy MANTLE high pressure diamond-anvil cell iron spin transition iron partitioning deep carbon cycle
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Nanostructured Mn-based oxides as high-performance cathodes for next generation Li-ion batteries 被引量:4
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作者 Guodong Hao Qinzhi Lai Hongzhang Zhang 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2021年第8期547-571,I0012,共26页
Mn-based oxides have been regarded as a promising family of cathode materials for high-performance lithium-ion batteries,but the practical applications have been limited because of severe capacity deterioration(such a... Mn-based oxides have been regarded as a promising family of cathode materials for high-performance lithium-ion batteries,but the practical applications have been limited because of severe capacity deterioration(such as Li Mn O_(2)and Li Mn_(2)O_(4))as well as further complications from successive structure changes during cycling,low initial coulombic efficiency(such as Li-rich cathode)and oxidization of organic carbonate solvents at high charge potential(such as Li Ni0.5 Mn1.5 O4).Large amounts of efforts have been concentrated on resolving these issues towards practical applications,and many vital progresses have been carried out.Hence,the primary target of this review is focused on different proposed strategies and breakthroughs to enhance the rate performance and cycling stability of nanostructured Mn-based oxide cathode materials for Li-ion batteries,including morphology control,ion doping,surface coatings,composite construction.The combination of delicate architectures with conductive species represents the perspective ways to enhance the conductivity of the cathode materials and further buffer the structure transformation and strain during cycling.At last,based on the elaborated progress,several perspectives of Mn-based oxide cathodes are summarized,and some possible attractive strategies and future development directions of Mn-based oxide cathodes with enhanced electrochemical properties are proposed.The review will offer a detailed introduction of various strategies enhancing electrochemical performance and give a novel viewpoint to shed light on the future innovation in Mn-based oxide cathode materials,which benefits the design and construction of high-performance Mn-based oxide cathode materials in the future. 展开更多
关键词 Mn-based oxide Cathode material Electrochemical property Modification
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The transformation of LPSO type in Mg-4Y-2Er-2Zn-0.6Zr and its response to the mechanical properties and damping capacities 被引量:13
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作者 Dan Wang Huajie Wu +6 位作者 Ruizhi Wu Yang Wang Jinghuai Zhang Sergey Betsofen Boris Krit Legan Hou Turahodjayev Nodir 《Journal of Magnesium and Alloys》 SCIE EI CAS 2020年第3期793-798,共6页
The transformation of LPSO type in Mg-4Y-2Er-2Zn-0.6Zr during heat treatment and its influence on damping and mechanical properties are reported in this work.Prior to heat treatment,the alloy consisted of a-Mg matrix ... The transformation of LPSO type in Mg-4Y-2Er-2Zn-0.6Zr during heat treatment and its influence on damping and mechanical properties are reported in this work.Prior to heat treatment,the alloy consisted of a-Mg matrix and lamellar 14H LPSO phases.After 510℃heat treatment,lamellae shortened,and their content decreased.Upon 8h heat treatment,block 18R LPSO phases formed at the grain boundaries while 14H LPSO lamellae disappeared.Presence of block 18R LPSO phases improved mechanical and damping properties of the alloy.The corresponding mechanisms of the influence of LPSO type and morphology on mechanical and damping capacities are discussed. 展开更多
关键词 Heat treatment LPSO phases Mechanical properties Damping capacities
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Shape-controlled synthesis of diamond crystal by epitaxial growth under high pressure and high temperature conditions 被引量:1
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作者 刘晓兵 贾晓鹏 +3 位作者 张壮飞 黄海亮 周振祥 马红安 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第12期443-449,共7页
In this paper,the diamond epitaxial growth mechanism has been studied in detail by employing several types of diamond as a seed in a catalyst-graphite system under high pressure and high temperature (HPHT) conditions.... In this paper,the diamond epitaxial growth mechanism has been studied in detail by employing several types of diamond as a seed in a catalyst-graphite system under high pressure and high temperature (HPHT) conditions.We find that the diamond nucleation,growth rate,crystal orientation,and morphology are significantly influenced by the original seeds.The smooth surfaces of seeds are beneficial for the fabrication of high-quality diamond.Our results reveal that the diamond morphology is mainly determined by the original shape of seeds in the early growth stage,but it has an adjustment process during the growth and leads to well symmetry.Additionally,we have also established the growth model for the twinned diamond grown on several seeds,and proposed the possible growth processes by tracking the particular shapes of seeds before and after treatment under HPHT conditions.These results suggest that the shape-controlled synthesis of diamond with well morphology can be realized by employing certain suitable diamond seeds.This work is expected to play an important role in the preparation of trustworthy diamond-based electronic and photonic devices. 展开更多
关键词 高温高压条件 金刚石晶体 控制合成 外延生长 高温条件 形状 HPHT 生长机制
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Adaptation of mammals to hypoxia 被引量:3
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作者 Fang Li Zhenglei Qiao +1 位作者 Qijiao Duan Eviatar Nevo 《Animal Models and Experimental Medicine》 CSCD 2021年第4期311-318,共8页
Oxygen plays a pivotal role in the metabolism and activities of mammals.However,oxygen is restricted in some environments-subterranean burrow systems or habitats at high altitude or deep in the ocean-and this could ex... Oxygen plays a pivotal role in the metabolism and activities of mammals.However,oxygen is restricted in some environments-subterranean burrow systems or habitats at high altitude or deep in the ocean-and this could exert hypoxic stresses such as oxidative damage on organisms living in these environments.In order to cope with these stresses,organisms have evolved specific strategies to adapt to hypoxia,including changes in physiology,gene expression regulation,and genetic mutations.Here,we review how mammals have adapted to the three high-altitude plateaus of the world,the limited oxygen dissolved in deep water habitats,and underground tunnels,with the aim of better understanding the adaptation of mammals to hypoxia. 展开更多
关键词 HEMOGLOBIN HIGH-ALTITUDE HYPOXIA marine mammals subterranean mammals
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λ-central BMO Estimates for Higher Order Commutators of Hardy Operators 被引量:1
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作者 WU JIANG-LONG LIU QING-GUO Ji You-qing 《Communications in Mathematical Research》 CSCD 2014年第3期201-206,共6页
In this paper,the A-central BMO estimates for higher order commutators of Hardy operators on central Morrey space L^(q,λ)(R^n) are established.In the meanwhile,the corresponding corollary for central BMO estimates is... In this paper,the A-central BMO estimates for higher order commutators of Hardy operators on central Morrey space L^(q,λ)(R^n) are established.In the meanwhile,the corresponding corollary for central BMO estimates is also obtained. 展开更多
关键词 BMO 中央 高阶 估计 MORREY空间 作品 哈代 运营商
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Stereo Matching Method Based on Space-Aware Network Model 被引量:1
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作者 Jilong Bian Jinfeng Li 《Computer Modeling in Engineering & Sciences》 SCIE EI 2021年第4期175-189,共15页
The stereo matching method based on a space-aware network is proposed, which divides the network into threesections: Basic layer, scale layer, and decision layer. This division is beneficial to integrate residue netwo... The stereo matching method based on a space-aware network is proposed, which divides the network into threesections: Basic layer, scale layer, and decision layer. This division is beneficial to integrate residue network and densenetwork into the space-aware network model. The vertical splitting method for computing matching cost by usingthe space-aware network is proposed for solving the limitation of GPU RAM. Moreover, a hybrid loss is broughtforward to boost the performance of the proposed deep network. In the proposed stereo matching method, thespace-aware network is used to calculate the matching cost and then cross-based cost aggregation and semi-globalmatching are employed to compute a disparity map. Finally, a disparity-post processing method is utilized suchas subpixel interpolation, median filter, and bilateral filter. The experimental results show this method has a goodperformance on running time and accuracy, with a percentage of erroneous pixels of 1.23% on KITTI 2012 and1.94% on KITTI 2015. 展开更多
关键词 Deep learning stereo matching space-aware network hybrid loss
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Research on the Development of Daur Ethnic Education under the Influence of Big Data 被引量:1
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作者 ChuangangWu Lei Wang Jiaojiao Qu 《International Journal of Technology Management》 2015年第9期26-28,共3页
关键词 民族精神 教育发展 数据分析技术 民族文化 教育模式 民族教育 数据捕获 自信心
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Carbon-nanodot-coverage-dependent photocatalytic performance of carbon nanodot/TiO2 nanocomposites under visible light
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作者 孙明烨 郑友进 +2 位作者 张蕾 赵立萍 张冰 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第5期386-391,共6页
Carbon nanodots(CDs) with visible absorption band and TiO_2 are integrated to enhance the photosensitivity of TiO_2.The CD/TiO_2 nanocomposites show obvious CD-coverage-dependent photocatalytic performance. The CD/TiO... Carbon nanodots(CDs) with visible absorption band and TiO_2 are integrated to enhance the photosensitivity of TiO_2.The CD/TiO_2 nanocomposites show obvious CD-coverage-dependent photocatalytic performance. The CD/TiO_2 nanocomposites with moderate CD coverge exhibit the highest photocatalytic activity after being irradiated with visible light, which is more excellent than that of TiO_2. Too little CD coverage could result in poor visible light absorption, which limits the photocatalytic performance of CD/TiO_2 nanocomposites. While, too much CD coverage weakens the photocatalytic activity of CD/TiO_2 nanocomposites by restraining the extraction of conduction band electrons within TiO_2 to generate active oxygen radicals and the electron transfer(ET) process from CDs to TiO_2. These results indicate that rational regulation of CD coverage and the realization of efficient ET process are important means to optimize the photocatalytic performance of CD/TiO_2 nanocomposites. 展开更多
关键词 carbon nanodots TiO2 PHOTOCATALYSIS electron transfer
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Effects of Hypoxic Environment on Life Rhythm of Apodemus peninsulae
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作者 Jia Xiuqi Xin Di +3 位作者 Jin Zhimin Zhang Juansheng Xu Chunyu Jiang Yi 《Animal Husbandry and Feed Science》 CAS 2018年第5期318-320,共3页
[Objective] The paper was to investigate the effect of hypoxic environment on life rhythm of Apodemus peninsulae. [Method] A. peninsulae were captured and fed in indoor hypoxic environment from May 2015 to October 201... [Objective] The paper was to investigate the effect of hypoxic environment on life rhythm of Apodemus peninsulae. [Method] A. peninsulae were captured and fed in indoor hypoxic environment from May 2015 to October 2016. The respiratory frequency, activity level, food intake and water intake of A. peninsulae were analyzed under different oxygen concentrations. [Result] With the decrease of oxygen concentration, the respiratory frequency of A. peninsulae decreased, and the respiratory depth deepened, while the activity level, food intake and water intake de-creased. [Conclusion] The hypoxic environment had an impact on the respiratory frequency, activity level, food intake and water intake of A. peninsulae. 展开更多
关键词 HYPOXIC APODEMUS peninsulae RESPIRATORY FREQUENCY Activity level FOOD INTAKE Water INTAKE
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Boundedness for Multilinear Commutators of Marcinkiewicz Integral on Morrey-Herz Spaces with Non Doubling Measures
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作者 Jianglong Wu Qingguo Liu 《Analysis in Theory and Applications》 2013年第1期62-71,共10页
In this paper, the authors establish the boundedness of multilinear commutators generated by a Marcinkiewicz integral operator and a RBMO(μ) function on homogeneous Morrey-Herz spaces with non doubling measures.
关键词 MARCINKIEWICZ积分算子 多线性交换子 HERZ空间 有界性 测度 非齐次
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Palatability of Two Kinds of Rodenticides for Apodemus agrarius
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作者 Zhang Shu Yang Changyu +1 位作者 An Yuxin Jin Zhimin 《Animal Husbandry and Feed Science》 CAS 2016年第3期165-166,共2页
[Objective]The paper aimed to compare the palatability of 0.005% brodifacoum bait and 0.005% bromodiolone bait for Apodemus agrarius.[Method]A.agrarius were divided into two groups:brodifacoum group and bromodiolone g... [Objective]The paper aimed to compare the palatability of 0.005% brodifacoum bait and 0.005% bromodiolone bait for Apodemus agrarius.[Method]A.agrarius were divided into two groups:brodifacoum group and bromodiolone group,and each group was released with equal amount of poison bait and feed.The daily consumption and mortality of each group was recorded.[Result]The total consumption of poison baits in brodifacoum group and bromodiolone group were64.6 and 40.4 g,respectively.Mortality of A.agrarius was observed in two groups since the 3rdday after administration,and A.agrarius died completely on the5thday.The feeding coefficient of poison bait to feed in brodifacoum group was 1.47,and that in bromodiolone group was 0.69.[Conclusion]The palatability of 0.005% brodifacoum bait for A.agrarius was superior to that of 0.005% bromodiolone bait. 展开更多
关键词 灭鼠剂 适口性 黑线姬鼠 大隆组 溴敌隆 消费量 毒饵 稳定性
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Food Selection of Apodemus peninsulae under Artificial Rearing Condition
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作者 Fu Dahang Jin Zhimin +1 位作者 Yang Changyu Zhu Xianbing 《Animal Husbandry and Feed Science》 CAS 2015年第5期290-291,共2页
[Objective]The paper aimed to screen the poison bait and lure suitable for controlling Apodemus peninsulae. [Method]A. peninsulae was reared individually in a single cage,to observe its feeding conditions. [Result] A.... [Objective]The paper aimed to screen the poison bait and lure suitable for controlling Apodemus peninsulae. [Method]A. peninsulae was reared individually in a single cage,to observe its feeding conditions. [Result] A. peninsulae preferred carrot and cucumber,followed by peanut,and rat diet was the last choice. [Conclusion] Carrot and cucumber could be used to prepare poisoning bait for controlling A. peninsulae,in order to improve rat capture efficiency. 展开更多
关键词 人工饲养条件 大林姬鼠 食物选择 胡萝卜 毒饵 黄瓜 大鼠 引诱
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Comparison of Oxygen Consumption between Clethrionomys rufocanus and Apodemus agrarius
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作者 Jin Zhimin Yang Changyu +2 位作者 Xin Di Fu Dahang Zhu Xianbing 《Animal Husbandry and Feed Science》 CAS 2015年第5期292-293,共2页
[Objective] The paper was to find out the difference in oxygen consumption between Clethrionomys rufocanus and Apodemus agrarius. [Method] The oxygen consumption value of C. rufocanus and A. agrarius was measured usin... [Objective] The paper was to find out the difference in oxygen consumption between Clethrionomys rufocanus and Apodemus agrarius. [Method] The oxygen consumption value of C. rufocanus and A. agrarius was measured using improved closed pressure breathing apparatus,and the oxygen consumption rate was calculated. [Result] The oxygen consumption of C. rufocanus and A. agrarius increased with the increasing body weight,while the increase amplitude of A. agrarius was relatively smaller. The oxygen consumption rate decreased with the increasing body weight. [Conclusion]The result provides a biological basis for breeding and research of experimental rats. 展开更多
关键词 黑线姬鼠 耗氧率 氧消耗 呼吸仪 耗氧量 消耗率 生物学 实验性
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Effect of Continuous Light on Rhythm of Apodemus agrarius
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作者 Gao Juan Jin Zhimin +2 位作者 Zhang Junsheng Yang Changyu Zhang Shu 《Animal Husbandry and Feed Science》 CAS 2017年第4期249-250,共2页
[Objective] The paper aimed to study effects of continuous light on rhythm of Apodemus agrarius. [Method] The changes in rhythm of A. agrarius activities were observed under natural light and 24 h continuous light con... [Objective] The paper aimed to study effects of continuous light on rhythm of Apodemus agrarius. [Method] The changes in rhythm of A. agrarius activities were observed under natural light and 24 h continuous light condition. [Result]A. agrarius activated at daytime and night,but the activity time at night was longer than that at daytime,and the peak period of activity also occurred at night. When exposed to natural light,the activity time,feeding time and drinking time of A. agrarius were( 27 870 ± 5 252) s,( 6 171 ± 1 529) s and( 474 ± 92) s,respectively; when exposed to 24 continuous light,the activity time,feeding time and drinking time of A. agrarius were( 19 935 ± 2 971) s,( 5 870 ± 1 988) s and( 331 ± 117) s,respectively. [Conclusion]The activity time of A. agrarius changed significantly under two different light conditions,while feeding time and drinking time had little changes. 展开更多
关键词 连续光 黑线姬鼠 节奏 活动时间 活动节律 光照条件 时间比 饮水时间
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Determination on Blood Physiological Parameters of Apodemus agrarius
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作者 Zhu Xianbing Jin Zhimin Yang Changyu 《Animal Husbandry and Feed Science》 CAS 2016年第1期58-59,共2页
The study was conducted to investigate the characteristics of blood physiological parameters of Apodemus agrarius( A. agrarius). Blood physiological parameters of 10 A. agrarius( half male and half female) were determ... The study was conducted to investigate the characteristics of blood physiological parameters of Apodemus agrarius( A. agrarius). Blood physiological parameters of 10 A. agrarius( half male and half female) were determined by automated hematology analyzer. Results showed that difference of A. agrarius hematokrit( HCT) between male and female was significant( P <0. 05),and differences of all the other blood physiological parameters between male and female were not significant( P > 0. 05). In the study,blood physiological reference value of A. agrarius was set up,which provided a basis for the bio-research and prophylaxis and treatment of A. agrarius. 展开更多
关键词 血液生理指标 黑线姬鼠 测定 全自动血细胞分析仪 生理参数 雌雄差异 红细胞压积 HCT
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Effects of Extract of Medium Residue from Cultivation of Pleurotus citrinopileatus on Mycelial Growth of 3 Edible Fungi
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作者 Ming JIANG Jie LIU +2 位作者 Fengxia LV Xianchun ZONG Zhimin JIN 《Agricultural Biotechnology》 CAS 2016年第6期44-45,49,共3页
Effects of extract of medium residue of Pleurotus citrinopileatus on mycelial growth of P. citrinopileatus,G. lucidum and L. edodes were investigated by plate cultivation method. The results showed that extract of med... Effects of extract of medium residue of Pleurotus citrinopileatus on mycelial growth of P. citrinopileatus,G. lucidum and L. edodes were investigated by plate cultivation method. The results showed that extract of medium residue of P. citrinopileatus promoted mycelial growth of L. edodes,and showed the best effects at the addition amount of 75%,while the mycelial growth of G. lucidum and P. citrinopileatus was inhibited by the extract. 展开更多
关键词 菌丝生长 提取物 榆黄蘑 残留 食用菌 栽培 金顶侧耳 菌丝体生长
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