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A Deepfake Detection Algorithm Based on Fourier Transform of Biological Signal
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作者 Yin Ni Wu Zeng +2 位作者 Peng Xia Guang Stanley Yang Ruochen Tan 《Computers, Materials & Continua》 SCIE EI 2024年第6期5295-5312,共18页
Deepfake-generated fake faces,commonly utilized in identity-related activities such as political propaganda,celebrity impersonations,evidence forgery,and familiar fraud,pose new societal threats.Although current deepf... Deepfake-generated fake faces,commonly utilized in identity-related activities such as political propaganda,celebrity impersonations,evidence forgery,and familiar fraud,pose new societal threats.Although current deepfake generators strive for high realism in visual effects,they do not replicate biometric signals indicative of cardiac activity.Addressing this gap,many researchers have developed detection methods focusing on biometric characteristics.These methods utilize classification networks to analyze both temporal and spectral domain features of the remote photoplethysmography(rPPG)signal,resulting in high detection accuracy.However,in the spectral analysis,existing approaches often only consider the power spectral density and neglect the amplitude spectrum—both crucial for assessing cardiac activity.We introduce a novel method that extracts rPPG signals from multiple regions of interest through remote photoplethysmography and processes them using Fast Fourier Transform(FFT).The resultant time-frequency domain signal samples are organized into matrices to create Matrix Visualization Heatmaps(MVHM),which are then utilized to train an image classification network.Additionally,we explored various combinations of time-frequency domain representations of rPPG signals and the impact of attention mechanisms.Our experimental results show that our algorithm achieves a remarkable detection accuracy of 99.22%in identifying fake videos,significantly outperforming mainstream algorithms and demonstrating the effectiveness of Fourier Transform and attention mechanisms in detecting fake faces. 展开更多
关键词 Deepfake detector remote photoplethysmography fast fourier transform spatial attention mechanism
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Assess Medical Screening and Isolation Measures Based on Numerical Method for COVID-19 Epidemic Model in Japan 被引量:3
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作者 Zhongxiang Chen Huijuan Zha +2 位作者 Zhiquan Shu Juyi Ye Jiaji Pan 《Computer Modeling in Engineering & Sciences》 SCIE EI 2022年第2期841-854,共14页
This study aims to improve control schemes for COVID-19 by a numerical model with estimation of parameters.We established a multi-level and multi-objective nonlinear SEIDR model to simulate the virus transmission.The ... This study aims to improve control schemes for COVID-19 by a numerical model with estimation of parameters.We established a multi-level and multi-objective nonlinear SEIDR model to simulate the virus transmission.The early spread in Japan was adopted as a case study.The first 96 days since the infection were divided into five stages with parameters estimated.Then,we analyzed the trend of the parameter value,age structure ratio,and the defined PCR test index(standardization of the scale of PCR tests).It was discovered that the self-healing rate and confirmed rate were linear with the age structure ratio and the PCR test index using the stepwise regression method.The transmission rates were related to the age structure ratio,PCR test index,and isolation efficiency.Both isolation measures and PCR test medical screening can effectively reduce the number of infected cases based on the simulation results.However,the strategy of increasing PCR test medical screening would encountered a bottleneck effect on the virus control when the index reached 0.3.The effectiveness of the policy would decrease and the basic reproduction number reached the extreme value at 0.6.This study gave a feasible combination for isolation and PCR test by simulation.The isolation intensity could be adjusted to compensate the insufficiency of PCR test to control the pandemic. 展开更多
关键词 SEIDR epidemic model multi-level and multi-objective problem PCR test index age structure isolation measure
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宫颈活检的数目和阴道镜检查的敏感性 被引量:1
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作者 Gage J.C. Hanson V.W. +1 位作者 Abbey K. 柳蕴 《世界核心医学期刊文摘(妇产科学分册)》 2006年第11期58-58,共1页
OBJECTIVE: To examine the influence that type of medical training and number of biopsies have on sensitivity of colposcopically guided biopsies. METHODS: Among 408 women with an adequate enrollment colposcopy and a di... OBJECTIVE: To examine the influence that type of medical training and number of biopsies have on sensitivity of colposcopically guided biopsies. METHODS: Among 408 women with an adequate enrollment colposcopy and a diagnosis of cervical intraepithelial neoplasia (CIN) 3 or cancer (CIN 3+ ) over 2 years in the Atypical Squamous Cells of Undetermined Significance/Low-Grade Squamous Intraepithelial Lesions (ASCUS-LSIL) Triage Study, we evaluated factors influencing the sensitivity of the enrollment colposcopic procedure. We used contingency table analysis to examine confounding variables and χ 2 tests to ascertain statistical significance. RESULTS: Overall, 69.9% of women with a cumulative diagnosis of CIN 3+ had a “ true-positive” enrollment colposcopically guided biopsy result of CIN 2 or worse (CIN 2+ ), the threshold that would trigger excisional therapy. The sensitivity of the procedure did not vary significantly by type of colposcopist. However, the sensitivity was significantly greater when the colposcopists took two or more biopsies instead of one (P < .01), a pattern observed across all types of colposcopists. Independent of the severity of the colposcopic impression, the frequency with which colposcopists took two or more biopsies instead of one varied (in descending order) from nurse practitioners to general gynecologists to gynecologic oncology fellows to gynecologic oncologists (P < .01). CONCLUSION: Colposcopy with guided biopsy or biopsies detects approximately two thirds of CIN 3+ . Although the sensitivity of the procedure does not differ significantly by type of medical training, it is greater when two or more biopsies are taken. 展开更多
关键词 阴道镜检查 宫颈活检 非典型鳞状细胞 瘤样病变 妇科肿瘤学 妇科医生 列联表 真阳性 混杂因素 分析
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小胶质细胞耗竭消除了白质缺血预处理的作用
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作者 Margaret A Hamner Ashley McDonough +8 位作者 Davin C Gong Levi J Todd German Rojas Sibylle Hodecker Christopher B Ransom Thomas A Reh Bruce R Ransom Jonathan RWeinstein 杜一星(编译) 《神经损伤与功能重建》 2022年第2期F0003-F0003,共1页
缺血预处理(ischemic preconditioning,IPC)是通过短暂、无害的缺血性暴露增强对随后发生的缺血障碍耐受性的现象。IPC的机制主要在灰质约占大脑85%的啮齿动物卒中模型中进行研究。人类脑白质占脑容量的50%,是卒中损伤的关键组成部分。... 缺血预处理(ischemic preconditioning,IPC)是通过短暂、无害的缺血性暴露增强对随后发生的缺血障碍耐受性的现象。IPC的机制主要在灰质约占大脑85%的啮齿动物卒中模型中进行研究。人类脑白质占脑容量的50%,是卒中损伤的关键组成部分。我们使用小鼠视神经开发了一种新的中枢神经系统白质IPC模型,并确定了相关的免疫信号通路。我们验证了小胶质细胞对于白质IPC是必需的这一假说。首先用集落刺激因子1受体抑制剂PLX5622处理以耗尽小胶质细胞。视神经在体内暴露于短暂性缺血,72 h后急性分离,并进行氧-葡萄糖剥夺(OGD)以模拟缺血性损伤。通过记录复合动作电位(CAPs)和使用定量体视学的显微镜来评估轴突功能和结构的恢复。结果显示小胶质细胞耗竭消除了IPC介导的保护作用。在对照小鼠中,与非预处理视神经相比,预处理视神经的CAP恢复有所改善。然而在PLX5622处理的小鼠中,预处理和非预处理视神经之间的CAP恢复没有差异。小胶质细胞缺失还消除了IPC对OGD后轴突完整性和成熟(APC+)少突胶质细胞存活的保护作用。IPC介导的保护与视网膜损伤无关,表明它是由白质缺血暴露的固有的机械过程引起的。我们得出结论,预处理的小胶质细胞对白质中的IPC至关重要。"预处理的小胶质细胞"表型可能对其他中枢神经系统病变有保护作用,是值得探索的神经治疗领域。 展开更多
关键词 PLX5622 缺血预处理 小胶质细胞 白质
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Correlates of Sexual Lifestyles Among Older Adults Living With HIV in China: Findings From the Sexual Well-being (SWELL) Study 被引量:1
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作者 Bingyi Wang Xin Peng +18 位作者 Leiwen Fu Xinyi Li Tongxin Shi Bowen Liang Tian Tian Thomas Fitzpatrick Zhen Lu Weijie Zhang JunyeBian Xin Xiao YingWang Yunlong Ao Lin Ouyang YongCai Maohe Yu Guohui Wu Linghua Li Xiaojun Meng Huachun Zou 《Infectious Microbes & Diseases》 CSCD 2023年第3期145-151,共7页
Sexual lifestyles are closely related to overall human health and well-being.Few studies have focused on sexual lifestyles among older adults living with HIV(OALHIV),especially in low-and middle-income countries.This ... Sexual lifestyles are closely related to overall human health and well-being.Few studies have focused on sexual lifestyles among older adults living with HIV(OALHIV),especially in low-and middle-income countries.This study is a part of the sexual well-being among older adults in China(SWELL)study,which is a multicenter cross-sectional study focused on sexual health among older adults aged 50 years and older.Participants were 680 OALHIV(≥50 years old)from the SWELL study conducted from June 2020 to December 2022.Data were collected through one-on-one interviews.We used logistic regression to assess the correlates of sexual activity and sexual satis-faction.Among all participants,37.1%were sexually active.Being older,male,in a steady relationship and employed were associated with being sexually active.The prevalence of sexual satisfaction was 69.8%among sexually active OALHIV.Being homosexual and reporting a better general health status were associated with sexual satisfaction.The OALHIV who have depressive symptoms were less likely to report sexual satisfaction.To support holistic healthy aging among OALHIV,it is important for healthcare providers to be educated about the importance of enquiring about sexual activity,satisfaction and problems and addressing concerns while conveying sex-positive attitudes during clinical reviews,as these are still critical aspects of their health and well-being. 展开更多
关键词 aging older adults HIV INTIMACY SEXUALITY China
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血清表面活性蛋白A和D对类风湿关节炎及合并间质性肺病患者的动态观察及意义 被引量:6
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作者 高惠英 李双甜 +6 位作者 温鸿雁 宋庆珍 罗静 李小峰 吕倩 茹晋丽 李芳 《中华风湿病学杂志》 CAS CSCD 北大核心 2013年第4期240-243,共4页
目的探讨血清表面活性蛋白(SP)-A和SP-D水平动态变化对类风湿关节炎(RA)及合并间质性肺病(ILD)患者的临床意义。方法采用双抗体夹心酶联免疫吸附试验(ELISA)检测SP-A和SP-D,比较单纯RA组和RA—ILD组在基线和3.6、9、12个月不... 目的探讨血清表面活性蛋白(SP)-A和SP-D水平动态变化对类风湿关节炎(RA)及合并间质性肺病(ILD)患者的临床意义。方法采用双抗体夹心酶联免疫吸附试验(ELISA)检测SP-A和SP-D,比较单纯RA组和RA—ILD组在基线和3.6、9、12个月不同时间SP-A和SP-D水平的差异,并与肺部高分辨率CT(HRCT)、病情变化和最后转归进行分析比较;采用重复测量资料的方差分析和两独立样本艟验进行数据分析。结果①血清SP-A在单纯RA组[基线(21±8)μg/L、6个月(20±7)μg/L、12个月(28±10)μg/L]和RA-ILD组[基线(63±44)μg/L、6个月(47+22)μg/L、12个月(67±28)μg/L比较差异具有统计学意义(F=24.19,P〈0.01);单纯RA组和RA-ILD组各组内在测量时间之间差异具有统计学意义(F=4.970,P=0.008),在各个时间段比较差异均具有统计学意义(P〈0.05),在测量时间上的两两比较具有统计学意义(P〈0.05)。②血清SP-D在单纯RA组[基线(26±10)μg/L、6个月(34±19)μg/L、12个月(52±24)μg/L]和RA—tLD组[基线(42+23)μg/L、6个月(46±20)μg/L、12个月(60±26)μg/L]各组内在测量时间之间差异具有统计学意义(F=6.577,P=0.003);单纯RA组和RA.ILD组多个时间段血清SP-D水平比较差异具有统计学意义(P〈0.05),测量时间上的两两比较具有统计学意义(P〈0.05)。③在疾病转归中,单纯RA组分为有ILl)组和无ILD组,此2组在基线(t=2.946,P=0.008)和12个月:(t=5.465,P〈0.01)的血清sP.D水平比较差异均有统计学意义;RA-ILD组分为加重组和好转组,此2组在第12个月血清SP-D水平差异有统计学意义(t=5.453,P〈0.01)。结论①血清SP-A和SP-D可作为RA合并ILD的血清学标志;②SP—A和SP-D在RA合并ILD的早期诊断和病情监测有重要价值;③血清SP-D水平越高,预示病情越重、预后越差;④SP-D对RA是否合并或已合并ILD的病情监测和预后评估有重要意义。 展开更多
关键词 关节炎 类风湿 肺疾病 间质性 诊断 预后 肺表面活性蛋白
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Techniques and strategies for regional anesthesia in acute burn care—a narrative review 被引量:3
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作者 Clifford C.Sheckter Barclay T.Stewart +3 位作者 Christopher Barnes Andrew Walters Paul I.Bhalla Tam N.Pham 《Burns & Trauma》 SCIE 2021年第1期383-392,共10页
Burn injuries and their treatments result in severe pain.Unlike traumatic injuries that are characterized by a discrete episode of pain followed by recovery,burn-injured patients endure pain for a prolonged period tha... Burn injuries and their treatments result in severe pain.Unlike traumatic injuries that are characterized by a discrete episode of pain followed by recovery,burn-injured patients endure pain for a prolonged period that lasts through wound closure(e.g.background pain,procedural pain,breakthrough pain,neuropathic pain and itch).Regional anesthesia,including peripheral nerve blocks and neuraxial/epidural anesthesia,offers significant benefits to a multimodal approach in pain treatment.A‘regional-first’approach to pain management can be incorporated into the workflow of burn centers through engaging regional anesthesiologists and pain medicine practitioners in the care of burn patients.A detailed understanding of peripheral nerve anatomy frames the burn clinician’s perspective when considering a peripheral nerve block/catheter.The infra/supraclavicular nerve block provides excellent coverage for the upper extremity,while the trunk can be covered with a variety of blocks including erector spinae plane and quadratus lumborum plane blocks.The lower extremity is targeted with fascia iliaca plane and sciatic nerve blocks for both donor and recipient sites.Burn centers that adopt regional anesthesia should be aware of potential complications and contraindications to prevent adverse events,including management of local anesthetic toxicity and epidural infections.Management of anticoagulation around regional anesthesia placement is crucial to prevent hematoma and nerve damage.Ultimately,regional anesthesia can facilitate a better patient experience and allow for early therapy and mobility goals that are hallmarks of burn care and rehabilitation. 展开更多
关键词 BURN Regional anesthesia Nerve block EPIDURAL Nerve catheter PAIN
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Actin Aggregations Mark the Sites of Neurite Initiation 被引量:2
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作者 Shu-Xin Zhang Li-Hui Duan +1 位作者 Hong Qian Xiang Yu 《Neuroscience Bulletin》 SCIE CAS CSCD 2016年第1期1-15,共15页
A salient feature of neurons is their intrinsic ability to grow and extend neurites, even in the absence of external cues. Compared to the later stages of neuronal development, such as neuronal polarization and dendri... A salient feature of neurons is their intrinsic ability to grow and extend neurites, even in the absence of external cues. Compared to the later stages of neuronal development, such as neuronal polarization and dendrite morphogenesis, the early steps of neuritogenesis remain relatively unexplored. Here we showed that redistribution of cortical actin into large aggregates preceded neuritoge- nesis and determined the site of neurite initiation. Enhancing actin polymerization by jasplakinolide treat- ment effectively blocked actin redistribution and neurite initiation, while treatment with the actin depolymerizing agents latrunculin A or cytochalasin D accelerated neurite formation. Together, these results demonstrate a critical role of actin dynamics and reorganization in neurite initi- ation. Further experiments showed that microtubule dynamics and protein synthesis are not required for neurite initiation, but are required for later neurite stabilization. The redistribution of actin during early neuronal develop- ment was also observed in the cerebral cortex and hip- pocampus in vivo. 展开更多
关键词 Neurite initiation NEURITOGENESIS Actinaggregations - Actin - Microtubules
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